{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\lenovo\\.conda\\envs\\new\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import scipy.io as scio\n",
    "from scipy.io import savemat  # 把dict文件保存为mat文件\n",
    "import numpy as np\n",
    "from sklearn.metrics import r2_score\n",
    "import lightgbm as lgb\n",
    "import shap\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入数据\n",
    "data_train=scio.loadmat('./训练结果  XGBoost回归  19_May_10_50_12 train_result_train_vaild_test')\n",
    "\n",
    "\n",
    "# 训练集的输入和输出\n",
    "data_train_x=data_train['data_Oriny_prey']['train_X'][0,0]\n",
    "data_train_y=data_train['data_Oriny_prey']['train_y'][0,0]\n",
    "\n",
    "# 验证集的输入和输出\n",
    "data_vaild_x=data_train['data_Oriny_prey']['vaild_X'][0,0]\n",
    "data_vaild_y=data_train['data_Oriny_prey']['vaild_y'][0,0]\n",
    "\n",
    "# 测试集的输入和输出\n",
    "data_test_x=data_train['data_Oriny_prey']['test_X'][0,0]\n",
    "data_test_y=data_train['data_Oriny_prey']['test_y'][0,0]\n",
    "\n",
    "\n",
    "# 标准化 Zscore 标准化\n",
    "X_mean, y_mean = data_train_x.mean(0), data_train_y.mean(0)\n",
    "X_std, y_std = data_train_x.std(0), data_train_y.std(0)\n",
    "\n",
    "data_train_x_nor = (data_train_x - X_mean) / X_std  \n",
    "data_vaild_x_nor = (data_vaild_x - X_mean) / X_std\n",
    "data_test_x_nor = (data_test_x - X_mean) / X_std\n",
    "\n",
    "data_train_y_nor = (data_train_y - y_mean) / y_std  \n",
    "data_vaild_y_nor = (data_test_y - y_mean) / y_std\n",
    "data_test_y_nor = (data_vaild_y - y_mean) / y_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 指定评价函数\n",
    "# 和工具箱的5个指标是一样的\n",
    "\n",
    "def evaluate_regress(y_pre, y_true):\n",
    "   \n",
    "    MAE=np.sum(np.abs(y_pre-y_true))/len(y_true)\n",
    "    print('MAE为: ',str(MAE))\n",
    "\n",
    "    MAPE=np.sum(np.abs((y_pre-y_true)/y_true))/len(y_true)\n",
    "    print('MAPE为: ',str(MAPE))\n",
    "\n",
    "    MSE=np.sum((y_pre-y_true) ** 2)/len(y_true)\n",
    "    print('MSE为: ',str(MSE))\n",
    "    \n",
    "    RMSE=np.sqrt(MSE)\n",
    "    print('RMSE为: ',str(RMSE))\n",
    "\n",
    "    R2=r2_score(y_true, y_pre)\n",
    "    print('R2为: ',str(R2))\n",
    "\n",
    "    return MAE,MAPE,MSE,RMSE,R2\n",
    "\n",
    "# MAE,MAPE,MSE,RMSE,R2=evaluate_regress(data_test_prey, data_test_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Total Bins 708\n",
      "[LightGBM] [Info] Number of data points in the train set: 370, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score -0.215609\n",
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      "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
      "MAE为:  2.494023297310602\n",
      "MAPE为:  0.14715781711427917\n",
      "MSE为:  11.149086311193377\n",
      "RMSE为:  3.339024754504431\n",
      "R2为:  0.3266516449632537\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Converting column-vector to 1d array\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#  非常详细的lightbgm\n",
    "#  https://jmarkhou.com/lgbqr/\n",
    "\n",
    "quantile = 0.5  # 中位数\n",
    "\n",
    "model_lgb = lgb.train({'objective': 'quantile', 'alpha': quantile,'force_col_wise': True,}, \n",
    "                          lgb.Dataset(data_train_x_nor, data_train_y_nor), num_boost_round=200)\n",
    "\n",
    "y_pred_test_nor=model_lgb.predict(data_test_x_nor)\n",
    "y_pred_train_nor=model_lgb.predict(data_train_x_nor)    \n",
    "y_pred_vaild_nor=model_lgb.predict(data_vaild_x_nor)\n",
    "\n",
    "y_pred_test=y_pred_test_nor*y_std+y_mean\n",
    "y_pred_test1=y_pred_test.reshape(len(y_pred_test),1)\n",
    "data_test_y=data_test_y.reshape(len(data_test_y),1)\n",
    "y_pred_train=y_pred_train_nor*y_std+y_mean\n",
    "y_pred_train1=y_pred_train.reshape(len(y_pred_train),1)\n",
    "\n",
    "y_pred_vaild=y_pred_vaild_nor*y_std+y_mean\n",
    "y_pred_vaild1=y_pred_vaild.reshape(len(y_pred_vaild),1)\n",
    "\n",
    "MAE,MAPE,MSE,RMSE,R2=evaluate_regress(y_pred_test1,data_test_y )\n",
    "\n",
    "data_Oriny_pre={}\n",
    "data_Oriny_pre['y_train_predict']=y_pred_train1\n",
    "data_Oriny_pre['y_vaild_predict']=y_pred_vaild1\n",
    "data_Oriny_pre['y_test_predict']=y_pred_test1\n",
    "\n",
    "# savemat('训练结果 lightgbm_predict.mat', data_Oriny_pre)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>dis</th>\n",
       "      <th>rad</th>\n",
       "      <th>ptratio</th>\n",
       "      <th>b</th>\n",
       "      <th>lstat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.294028</td>\n",
       "      <td>0.107279</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>0.032423</td>\n",
       "      <td>0.303743</td>\n",
       "      <td>-0.039027</td>\n",
       "      <td>-0.904668</td>\n",
       "      <td>-1.164797</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>-0.934411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.290457</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>-0.566055</td>\n",
       "      <td>0.099818</td>\n",
       "      <td>0.355056</td>\n",
       "      <td>-0.745804</td>\n",
       "      <td>-0.068392</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>-0.322870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.290461</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>-0.566055</td>\n",
       "      <td>1.111496</td>\n",
       "      <td>0.355056</td>\n",
       "      <td>-0.745804</td>\n",
       "      <td>-0.068392</td>\n",
       "      <td>0.321725</td>\n",
       "      <td>-1.074066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.289597</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>-0.661464</td>\n",
       "      <td>0.863873</td>\n",
       "      <td>0.847087</td>\n",
       "      <td>-0.586940</td>\n",
       "      <td>0.326314</td>\n",
       "      <td>0.364533</td>\n",
       "      <td>-1.234301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.283358</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>-0.661464</td>\n",
       "      <td>1.061177</td>\n",
       "      <td>0.847087</td>\n",
       "      <td>-0.586940</td>\n",
       "      <td>0.326314</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>-0.882959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>1.674156</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>1.437544</td>\n",
       "      <td>-1.734177</td>\n",
       "      <td>-1.081409</td>\n",
       "      <td>2.749213</td>\n",
       "      <td>0.984156</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>2.108591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>1.175265</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>1.376829</td>\n",
       "      <td>-0.202096</td>\n",
       "      <td>-1.071883</td>\n",
       "      <td>2.749213</td>\n",
       "      <td>0.984156</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>0.563569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>1.977235</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>1.376829</td>\n",
       "      <td>-0.607296</td>\n",
       "      <td>-1.075972</td>\n",
       "      <td>2.749213</td>\n",
       "      <td>0.984156</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>0.737035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1.187509</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>1.376829</td>\n",
       "      <td>0.166028</td>\n",
       "      <td>-1.101313</td>\n",
       "      <td>2.749213</td>\n",
       "      <td>0.984156</td>\n",
       "      <td>0.301510</td>\n",
       "      <td>0.850229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>0.703661</td>\n",
       "      <td>-0.584374</td>\n",
       "      <td>-0.32323</td>\n",
       "      <td>1.376829</td>\n",
       "      <td>0.078632</td>\n",
       "      <td>-1.123284</td>\n",
       "      <td>2.749213</td>\n",
       "      <td>0.984156</td>\n",
       "      <td>0.418518</td>\n",
       "      <td>1.180990</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>370 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         crim        zn     chas       nox        rm       dis       rad  \\\n",
       "0   -0.294028  0.107279 -0.32323  0.032423  0.303743 -0.039027 -0.904668   \n",
       "1   -0.290457 -0.584374 -0.32323 -0.566055  0.099818  0.355056 -0.745804   \n",
       "2   -0.290461 -0.584374 -0.32323 -0.566055  1.111496  0.355056 -0.745804   \n",
       "3   -0.289597 -0.584374 -0.32323 -0.661464  0.863873  0.847087 -0.586940   \n",
       "4   -0.283358 -0.584374 -0.32323 -0.661464  1.061177  0.847087 -0.586940   \n",
       "..        ...       ...      ...       ...       ...       ...       ...   \n",
       "365  1.674156 -0.584374 -0.32323  1.437544 -1.734177 -1.081409  2.749213   \n",
       "366  1.175265 -0.584374 -0.32323  1.376829 -0.202096 -1.071883  2.749213   \n",
       "367  1.977235 -0.584374 -0.32323  1.376829 -0.607296 -1.075972  2.749213   \n",
       "368  1.187509 -0.584374 -0.32323  1.376829  0.166028 -1.101313  2.749213   \n",
       "369  0.703661 -0.584374 -0.32323  1.376829  0.078632 -1.123284  2.749213   \n",
       "\n",
       "      ptratio         b     lstat  \n",
       "0   -1.164797  0.418518 -0.934411  \n",
       "1   -0.068392  0.418518 -0.322870  \n",
       "2   -0.068392  0.321725 -1.074066  \n",
       "3    0.326314  0.364533 -1.234301  \n",
       "4    0.326314  0.418518 -0.882959  \n",
       "..        ...       ...       ...  \n",
       "365  0.984156  0.418518  2.108591  \n",
       "366  0.984156  0.418518  0.563569  \n",
       "367  0.984156  0.418518  0.737035  \n",
       "368  0.984156  0.301510  0.850229  \n",
       "369  0.984156  0.418518  1.180990  \n",
       "\n",
       "[370 rows x 10 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_label=['crim','zn','chas','nox','rm','dis','rad','ptratio','b','lstat']\n",
    "\n",
    "\n",
    "data_train_x_nor1= pd.DataFrame(data_train_x_nor,columns=feature_label)\n",
    "data_train_x_nor1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建SHAP解释器\n",
    "explainer = shap.TreeExplainer(model_lgb)\n",
    "\n",
    "# 计算SHAP值\n",
    "shap_values = explainer.shap_values(data_train_x_nor)\n",
    "\n",
    "#特征标签\n",
    "feature_label=['crim','zn','chas','nox','rm','dis','rad','ptratio','b','lstat']\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 13  # 设置字体大小为14\n",
    "# 现在创建 SHAP 可视化 \n",
    "\n",
    "#配色   viridis  Spectral   coolwarm  RdYlGn  RdYlBu  RdBu  RdGy  PuOr  BrBG PRGn  PiYG \n",
    "shap.summary_plot(shap_values, data_train_x_nor,feature_names=feature_label)\n",
    "\n",
    "#粉红色点：表示该特征值在这个观察中对模型预测产生了正面影响（增加预测值）\n",
    "#蓝色点：表示该特征值在这个观察中对模型预测产生了负面影响（降低预测值）\n",
    "#水平轴（SHAP 值）显示了影响的大小。点越远离中心线（零点），该特征对模型输出的影响越大\n",
    "#图中垂直排列的特征按影响力从上到下排序。上方的特征对模型输出的总体影响更大，而下方的特征影响较小。\n",
    "# 最上方的特征（例如 \"lstat\"）显示了大量的正面和负面影响，表明它在不同的观察值中对模型预测的结果有很大的不同影响。\n",
    "# 中部的特征（如 \"rm\" 和 \"dis\"）也显示出两种颜色的点，但点的分布更集中，影响相对较小。\n",
    "# 底部的特征（如 \"chas\" 和 \"zn\"）对模型的影响最小，且大部分影响较为接近零，表示这些特征对模型预测的贡献较小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(370, 10)\n",
      "(370, 10)\n"
     ]
    }
   ],
   "source": [
    "print(shap_values.shape)\n",
    "print(data_train_x_nor.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values, data_train_x_nor,feature_names=feature_label,plot_type='bar')\n",
    "#主要表示绝对重要值的大小，把SHAP value 的样本取了绝对平均值\n",
    "# 房价预测模型中，lstat（较低状态人口的百分比）和 rm（住宅平均房间数）可能是影响房价的关键因素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 直接导出数据画图会自由很多\n",
    "mean_shap_values = np.abs(shap_values).mean(axis=0)  \n",
    "features = feature_label\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.bar(features, mean_shap_values, color='green')  # 可以指定任意颜色\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Feature Importance')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建SHAP解释器\n",
    "explainer = shap.TreeExplainer(model_lgb)\n",
    "\n",
    "# 计算SHAP值\n",
    "shap_values = explainer.shap_values(data_train_x_nor1)\n",
    "\n",
    "\n",
    "#特征标签\n",
    "feature_label=['crim','zn','chas','nox','rm','dis','rad','ptratio','b','lstat']\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 13  # 设置字体大小为14\n",
    "# 现在创建 SHAP 可视化 \n",
    "\n",
    "#配色   viridis  Spectral   coolwarm  RdYlGn  RdYlBu  RdBu  RdGy  PuOr  BrBG PRGn  PiYG \n",
    "shap.summary_plot(shap_values, data_train_x_nor,feature_names=feature_label,cmap='RdYlBu')\n",
    "\n",
    "\n",
    "# 显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导出高质量的图片\n",
    "# 创建SHAP解释器\n",
    "explainer = shap.TreeExplainer(model_lgb)\n",
    "\n",
    "# 计算SHAP值\n",
    "shap_values = explainer.shap_values(data_train_x_nor)\n",
    "\n",
    "# 可视化SHAP值\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 12  # 设置字体大小为12\n",
    "# 现在创建 SHAP 可视化\n",
    "#配色   viridis  \n",
    "shap.summary_plot(shap_values, data_train_x_nor,feature_names=feature_label,cmap='Spectral',show=False)\n",
    "\n",
    "plt.gcf().set_size_inches(7, 6)\n",
    "\n",
    "# 保存图形为高质量的图片文件\n",
    "plt.savefig('picture1.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# 显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置字体为新罗马并调整字体大小\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 12  # 设置字体大小为14\n",
    "\n",
    "# 创建 SHAP dependence plot，并修改配色方案为 'RdBu'\n",
    "\n",
    "# shap.dependence_plot('Feature 1', shap_values, data_train_x_nor, interaction_index='Feature 2')\n",
    "shap.dependence_plot('lstat', shap_values, data_train_x_nor1, interaction_index='b')\n",
    "\n",
    "# 负相关关系：lstat 对模型预测有显著的负面影响。高 lstat 值显著降低了预测值。也就是说，随着 lstat 的增加，目标变量 b 的预测值逐渐降低。\n",
    "# 影响的程度：lstat 的值在 0 到 2 的范围内，SHAP 值有较大的变化。这表明，在这个范围内，lstat 对模型预测的影响最大。\n",
    "\n",
    "# 特征重要性：这个图显示了 lstat 是一个对模型预测非常重要的特征。理解 lstat 对预测的具体影响有助于进一步优化模型，或者在数据预处理中针对性地处理 lstat 的数据。\n",
    "# 模型优化：通过这种依赖性图，可以更好地理解模型对特定特征值范围的敏感性，从而可以在这些范围内进行更精细的数据采集和模型调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置字体为新罗马并调整字体大小\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 12  # 设置字体大小为14\n",
    "\n",
    "# 创建 SHAP dependence plot，并修改配色方案为 'RdBu'\n",
    "\n",
    "shap.dependence_plot('nox', shap_values, data_train_x_nor1, interaction_index='dis', cmap='RdBu')\n",
    "# \"DIS\" 特征的影响分布：图中显示，较小的 \"DIS\" 值通常与 SHAP 值的负影响相关，即当 \"DIS\" 较小，即距离中心地区更近时，可能对模型预测产生降低影响。而 \"DIS\" 较大时，对模型预测的影响较小或无显著影响。\n",
    "# 颜色的变化：红色点集中在 \"DIS\" 的中低值区域，可能表示在距离中心地区较近的地方，高税率对预测结果的负面影响更为显"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# force_plot = shap.force_plot(explainer.expected_value, shap_values[0], X_test.iloc[0, :])\n",
    "force_plot1 = shap.force_plot(explainer.expected_value, shap_values[0,:], data_train_x_nor1.iloc[0,:],feature_label,matplotlib=True, show=False)\n",
    "# 显示图形\n",
    "# plt.sho\n",
    "# 调整图形大小\n",
    "# plt.gcf().set_size_inches(10, 8)\n",
    "\n",
    "# 保存图形为高质量的图片w()文件\n",
    "plt.savefig('force_plot2.png', dpi=300, bbox_inches='tight', pad_inches=0.1)\n",
    "\n",
    "# 这张图是 SHAP 的 force_plot，用于显示一个单一预测的详细特征贡献,每个特征对最终预测值的贡献以箭头的形式显示，箭头长度和颜色表示该特征的影响程度和方向"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7.67148732e-05, -3.02906939e-03, -2.83678412e-04, -5.49073610e-02,\n",
       "       -3.07980907e-01,  5.62943243e-02, -1.72904938e-02,  2.87654680e-02,\n",
       "       -3.29491396e-02,  4.28388122e-01])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_values[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# force_plot = shap.force_plot(explainer.expected_value, shap_values[0], X_test.iloc[0, :])\n",
    "force_plot1 = shap.force_plot(explainer.expected_value, np.mean(shap_values, axis=0), np.mean(data_train_x_nor, axis=0),feature_label,matplotlib=True, show=False)\n",
    "# 显示图形\n",
    "# plt.show()\n",
    "# 调整图形大小\n",
    "# plt.gcf().set_size_inches(10, 8)\n",
    "\n",
    "# 保存图形为高质量的图片文件\n",
    "plt.savefig('force_plot1.png', dpi=300, bbox_inches='tight', pad_inches=0.1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UBQ/vsfjB06ljv2iEaSH45e0/piwepSoWpjLTSmkqCn9fO04Ri6N56v5e+kMhBv0+Ug4H/QE/Dz6Txrall7Rg/f1ZZr+wEQN457YmZkbjmMCUcAw7luKHv+3Pc4BiLO4qreTs3jBurXFrzfyeWL5DEmPgdsKjPi/3BPw0O0ywJVEqOj++l+r2DEm3A20ougMhdnoXwtf+ku/Ixk3hDlkUkXjUh0USgAweUkYQ10t4n41/PUDvwTgYisHOJFv/1cqqtxXeAtVUxmZ/WIM6NI1FUeGTE96xaK1HbY/tdZGwxS0/6eBAS4rIy9/NQzOmctb+7Xz97j8AYJ/oQMXRdQ3CW3/I0hda2VF5Pt87+0y2lAVxWDYXt/YMHRaiAI3YOf+2mxSy74qEGUvhsA0SZItvKOmbKAprDTcJEzAN9jhMBpSBlL4pMkc6SU7gk6eMKJ0ARk/PYdvmpOBLep89T/eQcrlIuV1kHCbpZGFel+XP2/S/tTLmVUzcg+REqU2lqU6mMbWmLJ1hph7bdST+dls369dG6e1Ik/TU0RGs4penXchvl59DS6CEH1920ThHLg7z6d/DP9fibemmO+ZhY2UJlmmQdDm4f0olagJ/YRS9q1fRXT+Fdmbj73bQEnBz64pZ/HbpDOp6oty44vhGecXJp23N1U2bueGJxwnE4wTjcXz93STSki0VsmhKsyFmgNsBThNcDtYMSJpUbPQ7Lsbr6eK89mcZ9Ef47aJZxJyKzKdfm+/Qxo2MKJ0AzsQAQZIk8eMhjKr0HvZ4x+376HuojfKXTaL6mmlHfJ/25uyolNIa2zQone4/IfHt3Z/iwcciVFeavOKSEKb5nzXkFGRXYo5Is1fW/EdveUpo7teEUhnmRBO4bZvo4NgS6khkeMxIAZXhGB+442nqW7w8WbqIwS4pr3pSdQ8CYGPwwtRqavsj3LBmCwB/OG0uEMhjcOKonthKpsVLghLIKP6yaDr9/uz5OukwWXbzOlZfMzXPQYqjsS2Nsm0qw2HmtbfhtCwOuJ0kM+CRpUoFq3kQbK8LRlyYe0ekJI8RiZdi43ef4dqd2en+H1z3KI9NaeBd11zFmV+7l5pLF+U5uvEhidIJYDvdlLAvexuDaNTm0Cqlnntb2PSaRwBo+dF2lj9wCWlDkWiLU/eKybhKhifpZeI2hmVh2BrbMEhEDp9UZVuadWsG0RqWnTG2hGdg0OKL/91OLJ7tbYvGbF537X9WIe3MKSrbYjcYGm79+y64fv5/9LYT3vc32MyOJ4cOusc3pXjbq479uv2TQ8SbYngtm5aAi3fc3cS5W5oBSBtRKn/xDNbnpmIWcPGPCcVtApqOYIDbF83gW3c9xdS+MADzegeAq/IanjiKjgEssq3ptGkOJUkAUZeTsCml7wqdNuDxyQ08vmgxEW92/3kSSYIOG5DrYBUqW9vZc2diuDS/7jHY3FTN8iVJJk+TY68YDO7rP2y7Nhom4nRit0XyE9BJIFPvTgB3vH/otoGNv2H4gD/49XVkzwrZn10/2c5Tr3mEtR94hsde8QBWYrh3xchkcCXTONMZXMkUduLwkYLf/qCFW77Twq++28Kvv3NwTLF1dmWGkiSAh56MYo1YbJ6xNP/ckuKx3dlpYPv6bH6/Lk1P9N9XvjQPaDZ22OwZIFsPfMQUo7/ulJUyR9MyYLMlYvJkbSnt3mxDra/3yFPvmrssvnpbmO/dGWHv5ih7g14atz+LLxLFb2giITcmFi47g5GwSA+ObRqf+M/Z4Tg9ahI7Ags5o72NmvDwQvLQYJyMFHMoWPrlK3h4fh2fvfJC/rBiCW94fB2QHcU/Y18H+0IhvndLZ36DFEfVm4C0DWHvcNGkjGkSbZeCDoVIJzJYbWFcWoOhoMQNfgcEHMxsS7Jvawn/98X9hAdlZkQxWP3Fc2kuyXa2b6qo4fa5S3jPc+so+eLEvQiddEGfAMaIlaQaMDLDjdbUtl4U2QEYDXStGy4dHt42QGRPmJIFpSRj2ZGkQ89TgM4MJx+WpXlmTRTL4QCtWdc0tuxdqexifyP3vu39Np/4QS//8//KsTUs+t8wO7qy/87qaSbPtGaf5zRh4wd9zK3K9tD9ZoPFjXeksTVcO99gaOVz7qOnC3M5VcFY8ZMkaWWQdhg8V1nCee19BAYz9MdsSn2H91ekLc2NN/XT1mdTm0gyI55gPtBVVsfq5g4qYnEqBrP7XwOOjMWBfx1g9lvnnPwPdgrata+Ech2nLJ5koKycJ+dO5cLNewG4Z+kM1t+X4muXSe9oIfrcd/bx39e/BcvIHnOf/OeT3PmN37Fu0XQchkFHKMiTj8RYuTTK2StOzNRncWJV+RR3nD6fRd1hJieya8o6TIM//9c23nrraXmOToyUWttG9yW/w+6JY758Ls7TryTtceBV8LJ9nQS1JmMaxKM2u7fGWHZ6KN8hi2P47Q/2EK45k+/fuIJ9JRWknU662nvY99PHWXDDxLw4hiRKJ0BS+4kwA0UGNxH8Hf1Dj2UME0W2p0QByZ7k8GJvA3xTsl/Gu5oGSLqcDJYEsQ2FLxqnasHw/N3mPQmsQ9ccUArDM7Zd9+vfdpMGtKGImya2Ujy2Nc013+jjfdcE2NFhQa4HfM0BBWa2AZG24Ipfxdn5sex6i889nDn0NP6yXYMn17jPZXYvnyEL2I8kbWk6o8PbdZEEYdOgMm5x3bf7qagw8dj1KAPOiNrs6LLZEjdRboNFg2EMyyaQSBJ3BPESJRAZLhuvAG88TffaHma/9eR/tlNSV/b3v6+8nLTp4KFFM9k4tRYLm6fmTGLR+qQkSgXqkV43Vvlwx8T22gquf2YL7X0RuitCeNNpTDTPvhCXRKlAhaM2SWXQVFPGpoxFaTRJfUcf7V3JfIcmRgl/4wncPV2YZEjetYFX+aq4ZttaOkP1PNGwkmkt7aScTrorynjkH92SKBWBp/daVJcE2VldN3RfS2mAaFP0KK8qbpIonQCRdhcBOlHYDFKNd0fn0JxG1yQvuj2MgcZGoZUb28iWM7UcCmfQyWBzlJ0/2EioN0x/pUHS5yEW8OEYsX7J4VIYto1p22ilsPWx52Lv3BVnx+4UbhQDDhOtFAoI2Ta7WjP85tFYtkb1oRzH1tkp3rlEblePZt7345zfYNIWGVEOXOvs3AdbD11HaV65/CkdidNUBN0QTmd/f5bDYHYkgYXi0QGT1ADATACevDnK7qQDK5BtaLdG3UyKxrEdJhmXgT8ZobMyRF1XH4aGjFL0BzzMXVmVp0936nlkWi2v6AuztLWFqnCYrmCQzpCfA9UBcJlswst7783ww0vlmCg0H11msXVrjD6/D2Vr6sMx7l+9kKSt2eDygdacuWkrr/rGy/IdqjiCoN8g6TWHpt5F3SbJVILSlI+n1kY4c4UUUykUruZWnGTXb7qI8/vbf4SZ6zju8/jp9E1iQUs7gVgSR0eK9jtTJM6dS0OJdLwWqqtfVs6GH/Qwrb0XbzJNMJ1mblsn5hVz8x3auJE1SidASboVN1FcxCnnAOkXuoYe8/oVBpA0nMRNF6HBBJapyDiyPwAPf/AZetb24E6mqGzrJqMUacPgz99rZtfG7BSrrtYkSmssw8jOdgun6Os+einb9RsTgMIEDA0xpdjvcNBqmiitebLZyiY/h34ODRmNuG97l81Pnrf4t2UXls7O+8poSGsUo58gmg5a3PRUinf/IUw8Ofz76fK40GRz0rO7+5kfiTElkaQ2mWZHp4U1osxtn0OxM+gn7DBIx+LoeB89boO28gBtoSAtoRDdNX76pTf1pPh+U4ZHpk7hUy+7nN8tPw2lLVoqfeytCxHzOLLHkK3583aZi1qIfL/YiIkGp4H2mPz67MV01VTQM6mKu+dM5o65Dfx+1jT09X/Kd6jiCMLdqcPWJxlGBq0y/KthMlu+9jhWc3/+ghOHcTmH2yjGiP8CTO9tpT+3H11WhulbO7Gv+iPrG2/mC0/K+bMQJVOabb/ZwI/PX8n+shK21VaibNBpzV93lNDVMzHXmZ3wLs/GxsYFwHeA3zc1Nf3qRL9/wclYGHaCJH7ihHASw+EfPoknO+IklUnUdKEPLRSybCyXiZHRpGMZujf3oxVopeitLMuuQwI6D6b4+Rd289Hvz2PNY2G0oTBteyhhioUtyo5yGYK+vuE/WtOy2OHzYOVGhUotCz36b1odWk01YlsDWmNZhx56kasyKlhaLTn3SL97Ic0b/5jIpo8K8A7/zqrjKRQQMxRu06AhY6HSGQJpi2a3k/Uek7jhwB9PsC0UYmuJ4vqm7bzlwW0ArG+w+P2ZS7hoyz7QNtrW1K78zyoZimO74s9p/rXD5nfPH6Srto7NM2YwN61xtffxwIya7EiroUBruvtt7ttrccl0qcJVSMqfO0j3lcPTe8J+d3ZNptbUJ1Ps9XlZX1sDf9+fvyDFUXVu7ac84qI3kB05iis3bm8pk1Mp9oajJOZ8FvfGL+OYXZHnSIV5sJVMbtW1IsODM+by07MuJq1MHp62CKdl0+0x8cfSPDG5jo8+0MtfFq/A+MoLRG+ejX+mlA8vJDsPpJnZ3c7+suFz6IZJlbypaRM76kNs25Gk6oyJN5PihLdum5qatgADvMiFzw9pbGx8x7HeZyzPKQj9UZIE6aKBAarppoFoZ3ZEwI5nsPf0YSkD26GwnAaWy8CV0NhAxlDsvn0vlgbLNLBNg6R3xNoGpbAt2PLsINGohWFZuDMWLsvGZVmUVx/9ohF9PRm01iitSRrGUJIEkFIKz6GKe4dGkNBgW9kG30ia3GiTGt4eihEwFN94RnqA+uM2/7qzi433tfGHdenhX1Mu2XSnLcxUmtKBMMnYID3mcNKplSKjFFOSac5u70NZGWpiSbyWDabiok37hv6dpfs62V1Tnt1QBv0hH31tMqI03u7fownGUyxv7mLbtEkAuFIpFrT1cNHm/UzrGsg+UWXX+t303MTsXStmfTMq8EWH1/h5khkU2SmsrW4XGaWYPDCIPV0uhFmofn3HAP0BPxWRGLXdYWq7s7MuYqaDdiahkoOk7t6Z5yiF1hoGwrjoxkkfEVeSV7zj0/xlyWr+saCRqNuNYZg8MXsq83v6mNHVyl0LGmg8uJ/fn7uIna+6P98fQYwyfZKD1lAZldEY9f1hqsNRpvZH2FdRQjBjM6PBdew3KULjlfodsU5nY2PjlcD1wM+O8pzpwNeO9pyCURkiRQhrxK8y/mQ7ALG1nTgzaUJKEzFdQ6XntEPhSWs0sPZbm9GO4V7nQDhK3OfJjeZkm9qRwQzhqI05Yv6bATx2Zw+XXn/kK732dKfw2tkEpiZp4fB5yRjZhrnb1kTV6NGhXIk8x6hRpSEjkiVFdn1SbuNn6zRfP/eYv60J68Cgzdffup65B3vYriC1YBpU1mYf1Jr5fTHKUhnq+vr48j/uoDwe50BJCd+68ioiHg9ojaE1fQ6T3QEv2ulgT/lwb9rOujLmtmYrJnaFfITihxp7NiaKnsfb4A3TT/KnPnXs7dekUKTdTlpLA1T3DZI0Daa2dqCAQEUZ89v6+OGFS7ANA0zFk/tteuOacu8R+4zESfbNS08nhgMSGVCwsrWXHaUB1gQChN3ZL/n95aU8hI/J/QlcpZ5jvKM42S4JDnDwmS2UWoqIz4sNrAv6Kekd5P/dv5YXjLOYZ7jx5TvQU9zA9X+mt38S1aQxgGf855LJzZYxLM1l+zqojSXJKEV3SYDXr32Qs1qf4eurXo/Dsunf2p/t6B09g0XkTUdHmvtnL+PTDz2HL1dxcld9DXtnTGPJ/s2EghNzZtG4jpE1NjZeCKwEgsAFwGXAy4BpjY2NHwJ+DrwFaMjFMtjU1PRfwNlAVe459zQ1NW0bzzj/UyYJDCzs3MXujHgUnbFIrO3MFoU7NCUHQIFpaWxnNtew+pLYpV4MK5sE+cNRTNsi7XIyGPCR9HoJlTtobUvjMQyc1vDIzdamwaMmSk4Fh1YPmUBDMkGzx5MtV65yl+bT+vBkyDz8+kjZeucji5bnOIzh8cgMDMRfwi9uArntyThzD/YA2fVgZ+1o4f7KGrA1PsuiLJWdgHDBju2Ux7O/rCkDA0xrb2HHlOk4tMZQiojD5GDIC/rQ7zzr5ouXk3E5CMUSRErhXY+vYcDlp6usBMPppO2+dmxLY4zhIsTi+P1ui53t5LA0m2Yq3vTYP7hv7moOHROTe/q4Z/mCbJIEYCj6U4p/7rR50xKZflcoHg3VD08pdho82VAN8TRE00MdU5Zh8OOVZ3D5rzZQ/8FV+Q1Y/JuSRzYyy57F3vraoUtfzIzFec+/HkcBLmxab2um4v8tz3Okpy7rwADJ2zbSSh3VdNLGFKoGEkzp6udAVSnTB6PUxrKzIBxa40Uxr28nJjZv3Pgovzr7PFwZm8Edg5TMlel3heJ/f9mDaTmGkiSAae3d7Jk6iQOVk7nrgUFee/XEWwYw3unfR4C7m5qaPg/c2tTUFAX+Bhxsamr6blNTUwT4GPAN4FPAJwCampp+k/v/d8c7SQqHw//xbQuTIH14iOAkgSr1oBwm6W292BgkcPHv1RCytNcBSmGZBmmnA9th4kpn8EfjVPQNAjB9vh+nCxIO87BZb5V17sPicbmGhz3D4TBOT7bS3aGpdTMSaVxaYwIRpUjkps0NXRD3aG1spRi6IJRBdjTp0HubMKP0xP0+j8eJ+vf+09tT65wkRowMHgxmK2ihNWmlSABdpsGeksNP+htqq3DZGkdux4ZNI5tYj9oXv/3rrZw5sJOaVIxZHTF6fGX4GSSYzmDYGmfIHEqSCuF3MlaFEOtYbte4ciN4SkESJqc6mTI4fGHStGkefjLV2WInDSWqIOIfj/1XCHEe7233iGvcHRrFHerEGmHyYBjvouqCiPlUP/ZG3/YtrUVrmx6Pmw6/j06vB8vWfPbaC0gbCkspPLNL8h7nS709FoUQ59FuqzIPhDxUMUCCChSKP565iANlJZDRLO4YPKwt48lkCKSzUyg7vGWknCZRlwNfjSfvn+V4bo9VIcT6Um7Pa3CRNsEeuYzDlR1vCSai1FVbY3qfQr19JEqPXo9yAjQ2Nt4KPAJ4gP8Bfgz8d1NTU09jY+P5wBebmprOzz3XAC4HaoBfNDU1qdz9+tDtcfYf/wJi6r04yS7Qz+AgdtmZlN/9JnpveoEDH3ycAbwkDCdptwkaUi6DjNsg4zBYftMqHv/MOsJlQWzTxBcdnrWYdLvoqK7kC39czM9ubmPDujgO28adyaCV4pu3zMUXzP6R3nnnnQBceeWVQ6+/6eYOmtYM17ZPGYqdXg97XE5iZAeFYk7H4WW/TTPbcDi0ZmnkCNOh0QoTcI8YjLQ1295mMrfihObdY933BVNu71u/6aLz9n34lM2jZ87m0V5HtjogMCWVxmVn14u9+bnnmNnVyb3z5vDY/Pl4Mxa1iRRRFHvdTjorg1QkUmSA6d0dvHH9Gj7w7KPYwAeueg/1nQPsrioBTx+ve247G+oXct6ralj10fl5/fwjHM9xWzD771g+/nCa7z6ruee/f8xZfdtImC6eq53H7so6npszh0Gfl+ergnQFvcQMg29e5ODjxbmwteiOvbG652/7eOXz5VTF0pzVNYA2TSIOSKQyNJWVEHY6KEmleXzdX1j82LvzHe5LNWH3H8Atz6fY9YlnWT+9Yei+yfu7+MnZ83nHYy/w5ofXMf0nFzLpHUVZrnjC7LvUU81EzrsJO5MtmPKJV1zJrWevBK157bYWHLbGobMj9Uv27Ofadf/Ck7B4/Q3v46Gl0/nNt//ODa2vLrapdxNm/x3JVTfuZl5bL5M6e9DA+hlTCegoS6wO3nnHFfkO7z9xxH033iNKPwcuAs4A1jU2Nh7Wnd7Y2OgE7gJ6mpqafjnOsYyPWBInSUwsDCycJHGEso2j0nctxg56SOPAtMETzxZKCJe5ifucpF0mk8+oBkBpTdrtJOV2YitFxjQJh/xcfEMt3oCD+qlu/MkULssGFA6nMZQkHcnkeidppbKFI1T2grNByyKloMa2s38Vlg0ZO/t/pXJT6tS//8lk5xD+e6EHsveXe//D3+ME8PE3VvGtO07jS38/ncnTvNnfp2GAYZDMTcnSSnHLqlW88dpr+NvChUyOJChPZkgog+crQnSG/KCgPpzg+t2tnNOTZFYk2wueNhz0BqO8Z8Ov+PBTt3HWun5aVQ21zT2Uzwnm86OfEr51gZP0J11URbMjvR4rxTktG0gEHQz6fWigfjBJVTRFQ2+Yd60w8xuw+De/uauLlG1w5Y4WME0UEMzAqt4BPrxjL0sHIvhQ/KBqdr5DFUcwpVRhmfZh95XFE0wZjPLHsxaR0h4cZXLB53xznTmV0AofimzBlFduWY9hZ9sZW8sD2IYiZRjU9PZhZjLsdCxkk3cpKMV1j23h7LfPKLYk6ZRQMxCntaaSpsVzeX7xXLpLg+yqmMSi9U35Dm3cjHei9P+ampqeA84DomTXIlmAu7Gx0UE2gTqURNUDNDY2HprgaDc2NrobGxsrxjnG/0zXAAbD1a0U4FuSLZ1ouB24L5/JyKzDGJFsOG0bd6mLRW+eiTOZQmlNNOBnoLyEjMvB2ReXcdHrslc/Pu30ICmHg7RpknI4cDiOfQLxew1sIOJwEHE6sFX2mkpzMjYhDUGdW3d0qCy4pYenCOrc7UOXVnJkK3lhGtk9aI14XkZz64ai7SAZF//7cjcXzTTxekCZ0BNwEXOapEyDTr8by2EQVQp/JoND20RdCsPUrKhT3LDQoD4WR6FIO5zcvegstldM5ZnSJdz6px9SGQuzKbgEpU0s0yTlVJjtR6yfIk4wRypDG9X0uwPsCExhZ8lkygYiLNu0jz6vk7S2OOvcEkJu+ZIvNEHDPqxQDgBaD52hDxW78SMVCwvVOfWKp6bUUtoXITQYZ0pLD821pVy15yDfeegZpnxsEVXXTst3mAJwuCzK2E0pe1g3LcDrHtvK/LZ+Nni9hGMxVm7dxZS2LsxUhr2VZXzu6rPYPbeaW/6vgYavrMx3+OJF6X/bUtp+8adOEONxHaVpwNLc5rTGxsZFwEbgr8AGoAyoAG4iuy5pG/AM8F1gO/A24H+BO4G/A+8Fek50nCfMlEpSJSFcAxEUkMaJM9I39LDHCwobnSt5ZzgZmspm2xDZHeaMzy6h4aop3Pqe9cRDPrRhkHS5yCSHv6wjYfvwIgvOY+e4Z5wR4Hd/6CVOtpidBqKmSZxsDNMnOWnvHPmKXBJ3KAnK5U8Og1yfUJZhKOyMPTxi4jTY2C2J0ki1QYMH3p6tu9Qd1VR/K0FbcHjYrbG9l91eD9/+WCXz5/sOmzoZSdjc+PfDy62vKVtK2rI5PTuYQcZ00F1bgeU0CfaFi3ggv/gYhmav3cCaxQ040jYJj4tANEnlwAC7K/x4o1GWTy7KKXcT3k2fmk3DDX/ijOYD/Hn51YT9PkrjcVzpNK0eJwMOB6FElK9/bl6+QxVH4U3aHKgMYSmFKg9QHoszr6WPN/zrXNwlE7NEcVGaXo3xxFYMkszs6SCtJrFibwcPLp7GQZ+fA8EAU2IxUk4na6orqblkMr+/0oOvQkbjC9XrPjyFX/6gE5/OUDMYZUEsSfXgPhq+clW+Qxs3J/zbvKmpaT9wtHIzvcCcEdunj7h9y4j3ufrERjZODIP++gXYA+2YZEjgY9KMaRw6VadimhJiZDAxsNlXWj70Usth4J+WvWhe154YaY8bnZuiZTkcGFXD06nqp7oZWXkuHs5g2xrjRRYiHxIKObjx7dV87xc9oAyU1gQyFn6vwefeUsLTnTZP35UYSsBKvYr+Ee3zz5/vYFWDi7ognP2rDPFc3maTC2VEqfAa/0v79Z0KKv2KL51v8vmHM6BhaiTO2Z29nOZ3Mn/+vzfIAh6DshInVlcGQ2tc8STBaJybVy2kacYN/OTBX2MEIZm7sHFfdRmhy6ec7I91ynJOrqR/wMdd0yZRE8yW8u8P+WkrD3LR5k08e+Yy3rVURpMK0eCNv+dTTz8EwHkt6/n+qiv54WlXMKu3j3MPtDGrewsXL/HgWX5GniMVR+Qw6Srx4rWysyE02SnNztlBSZIKzUevgrtfgO5BpkwP8O1Jc+gKeKgcjPPWB9fTO7OSwbLsioyvfnkmDadJQ6LQ3ftUmEcqQ7x1zwEwFImAh25rCulvPg1vXJHv8MaFdHueAIaVJomHNNnRI+UbHjmI7Q4TxYMDizguMh4XZIanrUVbYrhKXJTWezGtEcOXWjNp8fDVj0vKHLiwsaxDhec0Y5m+6/YaKKVwWxa2UviCBt/5TAX1VQ78zRk+e3ciO8VOwedf5iGhDe7fZXHNIgf/74zhL50bFtn8fF02PoeCzKF/O/dar1Mahkfz9hUO/vtvYd7d3Dp0X8lRjj6HQ9Hryc6zN9wu5rV3ovQCHq5fQBtLSKsRXyhKkU5N7KHvQmJ5Qjy2eB4dVSFqksNV1BIeF7Gkm7OrNT45HgqS1Rs9bLskkd1OmtkebK0MUn1y8eZClkzbpE0Trz18jEXcLsovl+l2BWfpdNj/E+gaoM5TxoZbNLahaKkK8X/lZ3Ljul0A+EIOahdIGfBiMNCTwWmbh89wUgp7MHXkFxW5iXl1qJOsNDCAjzBuYpTRhdE7MPSY7s1eMyeJE4Wmdm4QZWuUrbNVXzzZL+ipjeUobeONxXEmU3jicQL+w3ePv8I9NAHODDnHtNBxoN/CqbMT/xxaM6XUpL4q20JfNdXBb1/v56rFTr54qZcPnOvh0xe4eegdvsOSJICbLnXwkdNNXjnH4IIZxoiLzQIaaqUj6KjqQgZnzHXxXEl2lNBS0O458sUsX/+aUszcuWhFpg/LMHjnsxvp9vn4zeKFLNuzB1c620iv7Bygwi8N85MlNauG1et2MTOWpMvMHqM2sLBlL3F8fPZcZ34DFEdU/ts3srFqGh+84s289rUf4kenXYYzY2EbBk9OriM0GGXuxxflO0xxFEGPQdRpEslVXlVa0+N2cM258iVUkHxumFaNaYA9YgZMzOXgmcpSyufGufG/5+Lxy3S7YvC5T02hYiBOX65v1sxYVPW0Ufv18/Ma13iSEaUTQFV48dGFgUUGF+n9YQ4d8t65pST3RXBkJ6wx5//Nx/r5LqIHosx75xyCM7INZ601pm0TiA5fubVrcz9Tl5cObb/1g5P47U870Lbm+rdWjyk2v/fwBvTC2YcnQDesdHHDymNPV/A6Ff93cfbP5ccvZLj/wOGPXzJ1TOGc0r5zmZuPrTXZXhrCUArjKP0U55wZoHG5D8vWPHtLhvsPLMZh23x8yy5ctosWb4jzm9bS4w1Q0p0h3b4cZ61ci/5kSKcNqloG+fDvH2VdYx2D/iCTe3upjERpMf2sqJOktVA5EnHOfs8XGfRkjxVHJsOiln5agtkp0I5Ll/HelZX5DFEcQzIDEbeT1ZsOUN0f44Gl09laFcSUbt+ClrJN5nb0sr2mBKdls7gzzMEZfmY0DlDTIN9dxWLH5ggbp1YSCfmoiiWIet0s8sMb71sPb5yYF3mWROkEsJWbFB5MUqTxYKaGf61Tv3Yakee7yXQnqHrDLCoum8zLXmQ9iVKKafP9dK4dnvbRur6flW8Yfs6suV6++H8NxxXb6pU+HngkwradSepqHFz98tCxX3QMr5hpwAPWYQUEWqKKWYVdnzDv2jKKFreL6YkUGpg2/+hfDl5v9pt/8eW1vPCPdlJpjQOYPDDI8vZmDGDaYB87583Au7j8qO8lTpzJ/28evY+040jb+JMWThUn7vESzljcuG4tSkm1poK1vZ1B9/D511YGCcfw+botLkluofM4Fb/85W3UdmT31bXPbOFXqxdR9nlZV1bIwhY4LM2rtrZiak0Gha9SprkWm+3boqQJoJwOukuyHUx7yqrQGx/Oc2TjRxKlE8DVdgA3u1FoMrhg6SuGHgusrKKx5QaswTTOyiNPtQJYenU9963tJXepVzInYN2J223w5U/XMBi2CQQMzKMUfxirKSEDtDVc9dzSOKQ375g2tGs2BXw0e1xYKFYvHtvFp6pm+nnPbavY94u1HLzpWTz9zsPGojxLS1HSnXrSVF01lbN2XcOdF9xHxOfBlSupP+D3M21z4RboFMCli2j86n6aJjUAEEwk8GXSxBzZ6ZKXzpPpP4VOZ2ymdUVIkp2N4U1lOLu5Lc9RiWNRStHqcxGMp3Hbmjavk0/Xbct3WOI4Xf6KKir+d5ABh0FJJttGvXZzE+bbzsxzZONHWlcnQiaNyg2vOEhhBg9PRgyXecwkCWDa6RW4y1zYhkIbihnnVJ2Q8JRSlITME5IkHWKkbUjbkLIho6nzS33qY3nFPJOQGwYdDvCZXDl/7P0UvlIns14/n1Z/PcFIGiuXpdoonCvrxytkcQSeqQGqL56EkTm8AMvB5dPzF5Q4JhWO8/jPvsz/e+x+Xv78VkoyFmtnVNFcHSDuNdlWW5rvEMUxKIeBy5kYmtCQMg2emiVVPwvdqjpFjZ2hy+XkoMeFpRW2JSO4xaah3sWkaJwVB1qZ3tnFq1/YTAI/xv6OfIc2bmRE6QRIOwIcug64BtL9mpdSpNRX7uL6X6xi58OdlE3xMeuCsa1DyodpJbC3P7eh4C87FR9flc+ICt+8apP1H/KzptnitCkmMyuOr5+ibwBcKY1C0UcJTtJ0+ALEw3IY54Pn0ga8T68j4x3+/VvTa/MYkTimp3fgSSZ5/Zpt7A/FeN3pCwCIeZ10G3D/HusYbyAKQeuCFQRf2Ena4SCm/ewrLT3m5TJE/jlcBulotnMprcBhSrXWYqO1xp/M8PJdzUP3hV1OuH8zfPM1eYxs/MiI0glgDg6QwUUKLwmC6P+gV7J0io/T3tRQ0EkSwIfOcGQr3xkKnAZBuXzFmDSUG1y/zHncSRJA2RQf0TI/lqGwMUjixpPQzF4t65PyYeqiILY5dF1mDFtTt0L2RUFbPZuk282kZAtVfWGm9Q4OPRSMp7houky9KwZll0wiTCmJTIABr5dkmVeSpCLQ5XLQ6XTQ4zBpcbswDJmJUmyUUkTdDrr8w2usoy4FFy3IY1TjS7qiTwA74KeP2RxatBPc2AkT9yLFALxvucGWXrh3r+aCqYq3LZYvqfHm8ju49q/n8PRlMYJ7e/DH0zhsTU2J9HfkQ91sP4FEgljaQcrtwhNLEKp2H/uFIn9m12Gu+Qodv1zL9v5K3r9uKw9NqyZW5eTaqybzzpWSKBWD1msX8PDTGTyxFBtn1eKTC80WBTPkIhwBtAa/E1vJd1cxWl2S5u9zG1jR1kXMZXLr1THUja/Od1jjRhKlEyCzbAFs2jm8vbkrj9GcHKah+PHF0qg42cqn+Jl/SS293+1Ao7AcBlbpsde/ifHRNamMproppFxOvPEkV8+RiyYWOseyBlbd1MChmcJz7rwTgCtPb8hbTOL4LJhq8ruplXhsm3LA9sgUrmLgchpQkStiZGvCGQdljol7odKJyE7b/DPqpbU2wLra7KUUvnedn2pj4ia9E/eTnUTOOh8GmdyWjXuS9G6J8dO5qJY906porSlh/fzJ7N0SyXdIp6y/zZ1DypWtmBb3utmsx1bJUAjx0nm1xmNnkyMFzDLS+Q1IjMmMjj7I2GDZkLFxZSTBLTaG02BKJjG0XZZJU+qZ2DOKJFE6ARxXLKbE6CFEN6XOXlxvkOuoiPETqvdxcFI5u2bUEgl4CdXKiFK+uMudh23XVMogvRDjLRA0cY9onFVXOY/ybFEo3vnsFua09FA+EOcdD6yjJhLLd0jiJfjTxyq5dKCZs6Jt3PsWLy7HxE6U5Fv9BFDnzsH5+MdxPLkLddF81LKp+Q5JTGALLqsl0pngwAv9NJxezswTVEZeHL9bPlDKu/8njBk3uO7iMpYukKRViPHm95t88GOT+NUvtuP2ZHj9jVKWvxisuKSKb33hIQBKlpYzUDmxG9gT1bQ5Qd53+R4ATlswJ8/RjD9JlE4QdeYs1Jmz8h2GOEWselMDq96U7yjEzCoHHzh3EwBXXnllnqMR4tQxd76XM847AEAg0JjnaMRYzP7QQkqWlJPsjFP3iinc/cg9+Q5JiGOSREkIIYQQQoy76gvr8h2CEMdF1igJIYQQQgghxCiSKAkhhBBCCCHEKJIoCSGEEEIIIcQokigJIYQQQgghxCiSKAkhhBBCCCHEKJIoCSGEEEIIIcQokigJIYQQQgghxCiSKAkhhBBCCCHEKJIoCSGEEEIIIcQokigJIYQQQgghxCiSKAkhhBBCCCHEKJIoCTEO1q8Z5LG7e4kMZvIdihBCCCHECWXHNHbazncY404SpVNYOG6TTOt8hzHh3Pmbdn793/v5x08O8u1P7iGdmvgnEiGKUW/Y5ol9taxrrUBrORcWE601nb1uYu1gJax8hyPEKWXwNouuz1n87qy76Vzfm+9wxpUkSqeoH94bZfknelj5yW4e3JjMdzhFLZHW7O22SFvZhtYz/+rGYduYWhNpjdPblc5zhGK83PdIPx++dxkfvm8ZD64J5zsccRxSac2bv9PHXduncdvGWdx0ZzTfIYkxGkxqpn4lwtvbL+BdLRfy3ZUP031/a77DEsfBTtvYv05g/VeUrd/YkO9wxHHo3T5AfE22vZPsS/HM/27Jc0TjSxKlU1AkYfOdf8UASKThf/4hDYSXaltLmtM+083qL/Vy9v/0MxC3sRLD0+0UoDIy/W6iesNfk+z2BNntDnL9nxL5Dkcch/Z+i32dwyMRjzbF8hiNOB4/XZPioNsDwIDXxZ/OX8iOz67Nc1TieOz95U70g2lottn+rU203X0w3yGJMQpHbEaOv3d0TOzOYEe+AxAnV0tbmi98q5PFYQtvOkPSUFAbzHdYRSmesLnxmz3YlsJtGOxus/jTs0mCiTgDbh8A7kSSrg39VE/z5zlacaLZliamTOZGY/QFPfQ6XVi2xjRUvkMTY+BzKwKJJBGPG4Cy5w+Sjpbj9MvXYqEr9R6+bRrQXx7ITzDiJXlk3SAPXbCI2sFBzli/l1SPzGwpFl1uD2vmTOP5shJCqTTLQhP7O0++EU4xv/xjPz39NihFzOWkLJGk1p7YvQHj5W+PxHCmNeVoym2bPU4HHb0ZymIxfD1hlK1BQSpak+9QxTjQWvOati4enDuJzpJsIvyOP8f55Wt9eY5MjEU0oXn1mg3sqyrHn0qx4GAnqYF5kigVgQUH+5jd66bd76YqlmJ6f5x1yxp4eb4DE2Ny++8P8M9ICX2VQVoqq+gJhVjuzndUYqz63A5unTsdW2UTpANBuCnPMY0n+UYoMpGOOI98eSOx7iQr3zGLmS+rO67X70vCw5UhABYOxmh1OfBIR85LMhg7vEiDz7bp70xTogwcVjb51Bpc0vCakLq2DuAD2vwusG0wDP51YGL3rE0kdeFeVh/YS/VgFJSiNBElHfLkOywxBpatWdA5SJ1SVIYjrN62k3D5vHyHJcborheiKG0Obe+rrGL/PduY+ZqZeYxKjFUybg8lSQDhVB6DOQlkjVKRefwbm2l+oovubYPc/6l1xPuO7y/0LzEPA04HA04HL5T6SRkGTf0Gli0Vn47XPzsVMQX7nA4OOEymxeJEIzaJEYeVAtylrvwFKcZN5ZwQp+16gvhn3kj3F9/OOds2ETKkwmGxUEqhDUXaPPRjAHIeLAbrJldwwOsm6nGzv6qCR+fPYc596/Idlhijs80wwVh8aLtmoJ+ShWV5jEgcj/b2JOahZo7WeK2JXXVSurqLTLQjjrKyjTFba9LRDN6yYzfEIw8eoOf764kuOA8U1IYH+fLD91AXj3NL4zlkrOrhP3xxTK0Rzb+aNcrrRpPtWdG2l7nbB+nz+XFFkzhsm7Dfy6QVpfkNVowLqyfCm164BwNNRTzC/971Wy6Z/F/5DkuMUXTAYmNNPeU9CQxLMxj0YnXFISBrXQpdRxTmtrRzztYDhJJpnp83BUdSiuYUC9+9Owg2LGHlwYO40imC6Qz3POhk5UfyHZkYi4quCF99ZBM9HjeBZIpNs6YAFfkOa9xIolRkkr1JVO56H56Ag9DkY6+HSLdF2Xflneh4hnP983hoWi233PFHzm3eC8DSjhZcjq+Oa9wTzZYeDVoPJUkAg6ZBojdNbTrFYFkQDaQNA5/fmb9AxbhRToOMYXDvnNVsrJ1JQ08bZZE4UJLv0MQY6ICbQH+Gsu7s3GNfJI3DPMaLREGY/fhOFj27jVntfQBUD0S4//zFvCrPcYmxUVox+UAXj06ppquykrmJBMvi/fkOS4xRZ3OckmSKkmR2RtP8gx3AxJ36KolSkYl0JNhSX0PU7WZub/eYXpNpi6Lj2d42yzCoC8eY1dsz9HhFJEwmlsbplyliY7W8GrAhZFkMmtnW1fREEo/WWKaJqXMplGkSGUgTKJFkaaJpsdzcetE7eXT6oqH7rm/aCdTmLygxZns3xwgNDJd0d6Y1O57t57SpMqJU6Pa0W1zcMzi0HYjESRvSnCkW8bCH+xZX8/DsKQBszli8bMvePEclxkr3xrMLsHPrlLzxib1ISSZbFZGWuw6ytn4Sz8+cxrbJtdyzcB6D0WOviYjVhmivKuWvi2bxaE0FbW43P1ixeujxe2Ys5H/um9h/6Cda+6DGABYnUpwWjvLynj7OGIyggdHL+Xva5Xc7Ea3fFmd79YzD7ks6XWSSE3u+9kSRTqVI+rKdHLaClMtA98tFg4uB3VDKswumD22vmzeNmJTlLxrOlEVnwMeZe9s4s60bp61pTkhnYrHY6AvhjaRwJjO44yk6fBO70qt0wRSRXfe1End5WdTSTp/fR0tJkNZui5D/xfPdfWt66N0fwwq6eHLxLDpdThb1DbCptozvnXcBD8yYgw+LmOln9m4pEX48dg2AV2vWlgbw2DbT23uImQYogwzZ67Morcl4FS5DFohPREvKNfeEo7T7vKAUNrCxrgKHW+ZvFYPwgQG6q31ES10YtibhcnLb05qf3ahxO6TRXciejvlwrpzHnYtnUppKo3weqvsG8h2WGKNEQPH1vz9NSTRJymnyxDnzCUySkdyiYRj87YyFrJ1WjSedYWpfAtvWGBO0s0ISpSLRtrGfdU/205jpxdQaDaydNZVkUxqmTf2352/+Vxv3fm0rAE4rQ4WlqQCmD0a42zWLh2fWsXluAwxkRzt6pUT4cYlkIBZ0o+MWcYfJbVNrMWzNpe09zE4mMXLryALxhBTJmKCe+dU+ehwuoqaBAdhAV3kpVkZjSkO74A30KFwZGyNX8dOTSjNlVw9/3KZ58yLZf4XshvROPuGbRTqQ7ck+o7efbp9Xjr0ikOxJ4E4rSqLZRocrbTHlYA/b/TJluVhEO5MEUyk++NBaUobBH0+bh9YvNp9mYpAmXJHY91Q3RsbC1Jq4x0Xc66EiHGPjz3fyyH+tI7ZBk15nkejOzrnf/vdm0oYBWEzp7sCdSWEZClvBnO4BsDVGxqYkncZnWbQlFWlLRj7G6sxJCp228KeGKy0FUmm01jisw6dDtqyXns6JqHayiwGXAw1YSqGVwpNOS0OtSFQ+/fy/fa9bQDQt58FCp9bvJRRLctbuFqoHoyQsC7eG/m6Z5lzonEEnvaOuLdhZ4seW82ZRGIhrHC0Rlrd0oxwmbkNx41Ob0JmJe96UEaUiEXCAZTroD3jpL89W1bItm9j2MDv2DIJSmDbc/ff7WHbdZGL3HMSaXcHbH70fp20TcXm45ezLiPr8lCTS1LcN0OLzEnE6WTQYpcfpxmnKiWqsav0Kw9YsjSZIxZIowGlZ1MTiqNzFRwHQmkTv8ILxSEuMxz6whsjBGIvfPZf5b5k99JjOaGLNETx1Pgzn0fswMn1J7FgaV32BTVcYiEKJP99RnBQ7/7ye0tmr8SaSDDizCVPj7mae+VWC0988/ZivF/m1fcBD3OXCr1OYls2g38OBkhIa5DRY8A7Ea/jp7+4jlEwRdTrYMKWCtqk1uNzT8h2aOIYN3ZqPXnkRr6nZwRWb99NTEaSloQpLT9yG9kSypyXJ1J5+GDHNzqE1cVsRzF9Y40pGlAqYldE074yx46keNjzYRbTEz2DJcMPYMA2wNFoBlo1lGtjNYbpuXk/E7WHJwb047ezoRiCVYEp/tkqeCczvyy5atgxFn8tBVVR64o7Hnj4bp8+J09b4LRufZRPMWHgh20utNdg2RjrDnj8PV/N55gsv0P18D4n2OM9+aR2bv7OJ/o196EEb/cko9y/9B/fP/Av7f7SNTPjF1431/30vG6t/yebJt9J83u+JfPBO4nftOCmf+6j+9ARU3pjvKE4Oy8KKppja2snUti60ZYPWOG1N/47+fEcnjiHWEcfTY+KxbFxpC9PWuGyN7TYxlGRKha6iO00oV5rYn85wzp4Wzti+hy33d+U5MnE06aTF5jvbKIsmMByap5dP4w/nLiQYa+fSbY9jPbAh3yGKY0geiGCkMziSufaJ1piJNJ0dE7cNKSNKBSqdtrn58/uIPXmQjqpyMo4yKh2DmLbGzq0Vd8dTYBrYLhNla6pbwpQMJsnYSYLVMayS4d1rKUWPPzS03el1D932Z2xcRygIIV5cXxKSTpMer5O6aHZNUkkqjQkMBPwEcl/iCgi3R2ld08mz39hEeFMf5qGZebZmy9c2sP0bGzFrwWi3cMUtzIEkze99gravreW0na/B9B5eDaj5LQ9AJgMoeh7rwXhsB96bniT95csJ/dd5J/PXMKx7EF73nWyCeAqwL/sawfBM5kdbstuJFP9cMofSihKu/f596C8tQclFeQpW81/3401YJD02/ZUhlG3jDcfxpTPYp8afcNEKf+HvGMp92H0KTTA+gPvb98N1N+YnMHFM//jURjqf6ua/Owdw5aaox+0IX733Zhy2jb7kPvSab6JWzT7GO4l8+cP3d/OqzXs5WBoi6XVhWDamZdO5vpuZDZPzHd64kESpwETiGXRblIMDBu0b+nG5XNi5Hs7eUADSaTRQ0z1IfUs3SX+2MaYNRSzowhdN47BdGIbBjqrJuFNpyuJh9lRNIomDBa1bmd29h2W7Hdw3fTFNUxYzJWmTMN1HiUqMdt++7P+1CZ7cqF3S4cBOJlEa4i4XSmtcgK01d73xCZStcabtw5IJU4OR0eg9Fg5Lg6UJ6exUPloG2TDrjzhLHEz64mmUXzeLxNMHsfvj5Iat8BMDDOJ4SXx3zbglStaWdlKXfx+zrQdz5RSMX94IH74V9nehPnk1HOw6ZZIkgMya3SRrhq+fNLO7F38iRWvQx96ySpbv7sUxtyqPEYoj0bam5XPPUz8wwIEZNViGkS0P7nRwIOgj2Wzx7mXScVSo9vxwE0vS5fz19IXMbulCK3hmajU9pS6+d89d+Q5PHIHWmuamPsx0BnNEb8Tq3QdRuW2lNfZdL0iiVKAyT+yi8ek9+GMpgp4Udq5S1YGKIBde933o+gKEJl6pcEmUCsh3/9HHR7f5cVhuPnXP02T8IRoOdjB1fxudVWW0TKllQ3Ul9fEEnrTFYMjLjObWodc7EjbYYKPJuAwuXr+e8miU3kCAUH+M6zc/jkJTyT5Op5fTW3ZzzptWEXGC29aE4zZBrzQQxuKO3dmLrZWkhq+ZYxuKNKByC/s1kNbZ5EfZ2QvQZhwKI529BhP60I/GaWdH/ZRDoTOgct8jmdYIVivsuf5+ghfU0/fVpzCw0Zg4SeHnULlChe5Nkt7Rg3NOxQn9rDqRJrHsvyGtsXHDmn0Yp/0XRNOARr/lR+CwJ2i9myNIZqhMdNPtqQTgYEUpy1u7efPDTSyLbUN5X5HnAMWRWNEUkwZ2U2fu4Y7y09lRVUG324VpayoGB9jbe+ok/MWoNNXD83Vzmd7fx2Cph7ULZxP2eli0ZTe2odHnfAb14JfAJdflKSRKKZJuJyV9EaJBN1orztq3jUmxflrNxfhVC2WZXixbyZqQApTuiNF74c+p1bMwlE199yC+ZJqeoJdtM0ooXxsj8/Zf4Ljt/fkO9YQ7qYlSY2Pj24HPA58GfgA0AXcDDcDVwDeAKHA9MAl4RVNTU8vJjDFfLFvziW0+bMMgZRjc3riQtz6ybqiCWnVXH00Nk/DbNiXpDInc1LnW2ipq23so7YkR6k0AipRyUJUZpDwaBaA8EqE0EsmdfBTdahob6yp416Vvw5X795Na8ddnErz5/InXGzAeYrnpuQdDXipi2Wl2TsvCZTN0tWoAw7IxMsPJlGnrw74EUm4Dd8xCK7CcBpbbpNMyqY5EUTr73ENLnhJb+0jt6EOTHUU0+PcGnd0dgxOcKGV+/QwMVQJTpPHijPYNbYMDMvET+m8WOpVOc3nbg/xw6bU8M2Uem+tr0IZiX3UFs/aV4H3dbwg++cF8hylexP4PPMJUazcRjwsb6Ha7QCksU5FxOtnWfeyLeIv8SaDIkE2CfOkMMw+2s2HOdPZNq6fs2QH0Ey2ofz4P16w+xjuJkykWtQh29g91qJUlIkyK9QPgsTJ0eRtIZarQ33iBui+/Jm9xihfX9cNNuNIZmhsCLNx3kP2+Kg5UBdg5pZTv/f02QJG5ffOEHH052Yn774EpwBbgDCBMNiH6IPAGsknUE01NTS8HngOuG++AwuFwQdw2FPis4Qa1I5PBMoZ3j0128GF5Wyeh2HAVtb7SECptUt4VHzoBKa0p74jwpfPOYfH738GrXv9q2oPZIhC7qsq58GPv5IwPfpXeyirO6h2gsX8Qr2Xh9xh5/z0cr3zFV+mxIJGhuczHznIfpYkklfEktmmQMs2hwaK4yzVcAW8knUuATINEwIFlqqEEyzYNBh0uUqMOT8/cUlTQkXtnsIau3pN9Q4XGubr+hH9enbSG/s0R4Z8QhfC39lJuawxcdhrDFWfTlFp0rgKQ0jYGNnbIddzvWUi3x6IQ4nwpt511AZLKzSb3St5630O4RnRkOGwLt6nH9D6FenusCiHWl3LbZR9e5GZ3wMsDlSVEDQOT3L4MevIe50u9PRaFEOfx3o7HI9gjvgsTzsOb1BYOUvgxHIUTsxx7w7czLpsYPs5o20fGNNg9cxKR2nJWtPVhazP7pBEl3gsh5hO1/5Q+yesKGhsbdVNTk8rdvhV4pKmp6dbGxsaG3O2G3GNfBHRTU9OXxjmkgplncf+6GP/vtihmPMOHNm/lifJ6luzYjyuVZiDkI1kSxCAbcNjjJul0UN4d5rRnduFOpTFs0EZ2ZGPfJD9vf/1lQ+99QXMr/3P3A7znDVfSND234E5rXrvpAIG0Ra/fxZ9/MhWzcK6sPNZA8rL/7thpcfUtcZxozu/uZ/pALDedTuNLpfCks9dXyiiYuucA7mQm+4G0xmnZOKzDP6AnmsY4dI/WhMLJbCUulcHlVkz6+unUfngpAzc9R+sHHyONAx8xgsSG3sN59jTKH3/7Cf+sOpwgVvGpoVElVerE+7mL4Mt/g2Qarj0N2ttRD23KveCvx/NHVDDH3/GI3/ATHH94kLjTyUde9l52VtazZF87F23YzcLEHmZGPoNhmvkO86Uq6GPvRHgi+H38KZvSVJy106bwp9NX4Mpk0BmL1Z9ZyPtPL+ppWxN6/3V88DZuaSrHG0mxqzTIractIuJ2sXx/B3f94dvUfvx0+OYb8x3mSzWh992vvraL3r/uxtAabypGIBnn9Oa9JBxOdNrAl04xbdObMRcWbVGACbv/7ESG/Vf+HcdDG3h09nJ2TJ8y9NiCXbt45a6HcT35Mcwzi3Z92RH3XaGPkhVMq/1kuHiZj+3LslPftu0p5+/f6OKhlQsAmHGwg3Jtg1IowJdMsaOilB6vB38qxYItzUPv4xywhwpAHBJzu7j14gtpmlaPI57GPZBEm4q4YRDAwukxCilJKnhn1hvgMEh7TJ7wVDLgHmB+TwRvOo0nnRn6w/Um02iHSclkL4N7ItlFq1phGRrTzv6Bm14TY6qFuT6DgcadsoYWu1a8dQGzf37O0L8ben8j7R98FB9JVO5fUbn/BL504bh8VhX04G36OOnvPYqqDeH87CUonws+evnwk9bvhWUfHZd/vxB5f/cuvrFjBrtnTmXJ5n1c8fRT2QeUov3dlzO7eJOkU8KKnW/n+Vm3UpqKs2L/AZbvP8DmiloiZRYR16Jjv4HIG3XDBWzv7KWyd4CI28UZPYO0+r2AJvrbj8Lr5BpmherNn53Fc2eX86mfdfOzP/6Zh+fP4YUpDUxv7+Bbl1/ELf/4OUZl6NhvJE46w+Ng+v2v5qEVfUQ5vPiXHXbTdudnmXHm1DxFN77ysmausbFR1uodw7wZbq68wI+hNCWRGEt3NhPsD2cXq2iNN52mKhKlrnuAjupS+kv8gMbM2FRcWs+clkFevX47Dstmem8vb9j5At5Mhvmtffi6YzjSFs5Ehu1uNxGnyYCnqHtQTzpTAV4H3rTFuQd6qIxn6Pe4aPe6USNGaRUapRSv+seFXPj90wmWuXLrjhS2gqozq7j8vkswPuXHMVnjilk4MtnpdM5aL1O/uOKwf1cphXNqEAsDCydhgjhvWEbpM+/CdeGMcfu8xpJ63L94Pa6vXZFNkkZbOh3m1o/bv1+IKvUAs5tbcZEZ6phIOU2WfmReniMTx+Kt8fCRV11Ir9vNoMPDjopqEtWwsKsZS66jVNCqV1Uxd18zZQNh9tbVkHK5qExbeN1OAufW5js8cQzLVgWZMRjnY69/DXunzmTd3AX88fzzaDzYjvGqpagaSZQKWeIzVzC1azfOZHbWTGl3hMrOMMFJgWO8snid7GIOr83dfE9jY+PdwPLc/fcCrwIqGxsbXwbsBs4C7MbGxrqmpqa2kxlnoXjP68t49+tKAbjvowMkHuohmRkerXDamjlLfbz7KzO56669aB3kiiuvRCnFYzc8zhv+tZNXP7+H6997Fe+vy/b+u5IZvLk/cICIw6TV48GbQRyHgAtQsLA7AigsBZZh4DMMXOk0GdPEsDUlfQM4a304PA6mX15P24Ot7LltHwDKYXDGd0/HP8kHmxTpb5Vy1tSzyAykcJa58M4qwfT9+yE66W9X03bdP7B741R9+xJCNy4+qZ/9iP7wYXjdt/MdxUlz9sF1PDD5HNJuB21TSjEzFim3GzNhHfvFIq+UUvSWlbFu7jQ6KmoAhW0a7CmtI1B0k2JOPX7LzhbhGMlhMtCdoebU6q8pOpnmXtoqS5jRP7w2xK0NYn4/jj+9NY+RibGYNsXDQG+aSArOXrMdTzxDS10p5y4ozXdo4+akJkpNTU1/Av404q6lI25/J/dzyMUnJagCp3K9myveNputj/RipjPYTgdRp4NOn5fGCwKYuWk+Sqmh5/vOq6PrvhY8GZtXvbCTvy2fjWnbLOnpZ3NpCFfGxtCayWkLr62pn/EiowTiiDZ0ZqsxBFIjMkylcGQyOGwbVyqNJxYn43Aw9fVzhp5y2heX4fA7iLXFmf+22dkkacTrg8sqjvlve1bUMH3XO07kxzkxls+AbT/IdxQnTUm9B2wNhsJ2GMR8btwpC88kqRxZDAKZNFbCxbSd2cKq3bXlPLRgBhdJolTwSmaCuXmA2r4B2stKcKfSnLt+N3OWXpDv0MQxuCeFKI/10edxEUpmC3PEnCbBdBrTKVOWC92spSH+UldJ27RK/lkVwptI0VkZ4jVpGzwTc7JYoa9REjlVC0spX1DK740qztmzi7r+OG1uB9pV9qLPjxsme+bVYWYsVg/087LbH6KzthKtwDPTga3Aaw//ASRl6t1x8TvBlbJBZ1dlKiADuBOpbB06h0kkFMBIp1mwfHhI2hlwsupLy/MTtDih+n75QTZ8qZmawUEsw6CtvIxlO/dg+uVYKgbv6j1AIBodqjZZ3tnH41es5qI8xyWOraSvG4dt8IGn7uRgqIoDwcnU7+/HStuYzonZWJsojKCXKc0teJ2KLVMm401bVEbjpANy0fti4PaYdFVVUhKJ0lMaIhzyYltWbj3CxCSJUhFZ+baZqHffz2U7NgPwyvXr8Hz5xS/uteDiGl64o43EoMLrM9hdNpV07gJ8c8JRBlwuIk4HKIUvneEiXxIInqyPUvRMIGMYpA2wdLasgtPW4HLRVVqCw7bJGAbBaIzRM0TExBBJauIeN7uCdQCYlpUtBW/bL14SXhSU5Yt97H9MY+e+4H3JJEqnqA/IiGChs+bX85r7bsGhbWiBZ8uWsrlspiRJRcJh2TREoqR8gyitsZXCMmQ0qVi4JpUyZ08b7dE4tlLsLA/gnsDZxAT+aBPPwgsqGVAxHp01m4jbwwU7tpHe1gVLyv/tuRXTfLz9N4307I9jBl1885P7hh7r9zhpLvFRG45TkshQmkzhHpBe8OOhbRuPbeGwwdQaA01J2iLlMNFpg3SuoRx3u4j1yQKwiWjF8gANB9azp6EeDcze34LKpCRJKhKVU0zSsTbavbXYCuYlNvDF/qlcO+fcfIcmjqF9XySbJOXEQhaWe+L2aE80G2ZOozccpTqRzF5PEGCWFHEoFukZZbQNQNyAfr+H2R0DOFwTN9GVRKnI/OPyc3gkWQLAvQsXccv5U474XF+pC1+pC8vSVNU66WpP0xbw8LcFk9FKYdia8/d2YRmKZavlJHU8WuNGdqRZKQKZDJ5cOe8MoGwbbRigNabW6Iws7p+I2poTzGzpZGprF50lPkriSSJBH7atMaTUfsFzzavkdxeey57K7IhgVWQxP3i1P89RibGouHoezY+UM7W/F0sp7puzjPnN0XyHJcao3+elKpVGJZJAdup6d6d0KBaLhN/LlnKFw+3CkbF4ZEZpvkMaV5IoFZl9ZeXQnm14762oJOpx4znGa0xT8YlvzeCRO3v4yGYnOjcn3zYUe0JeQsk085ZJA+F4OAwIexy0hTwwoAkD3kwGr52dwmOZJobWGFpj+mS0biKqb/AQ9jq55dzTyJgmCafBhdu3S5JUJPZ3GzSXVQ9tdwXK6Zpcwb+Pz4tCs6Wyng+87TNcvXMju8pqaCuppXHrA/kOS4xRqZ0k5nRgk71GjQ3UzZEpr0XDaZAIBYaKh1VYEzvJlTkiRWb57OEFL9PrTEoDY9uFbo/Bpa+p4nV7n0XZuSkLWrNPmTwT8snFZo+T16kAxY6aII/PquLxqWUELQvDbeCwbZTWaMCwLIL13nyHK8ZBfNcA7WUBMrmqk560zZrZRXtF+VPO/CV+vNbw9C1vOkN56cSdPjKRzJlsUp422VOzAMNVwaRoEtsvi0GLxaqdO5kWHqCtJEi330vU46C8rSvfYYkxStX4hpIkgLBnYh97MqJUZD56XZDZ9Q4GY5pXnuU97gTno7f/kTOffJzXXvM+uk0fZGzaHE46wzbVQcmbx2pRJVR5NF0JhW0o7KTNA+UlnOlOow9oks7sKJKZyeAPymE2ETlLXIQS8cPuC1qJPEUjjpeyIZDJ4NI2GoU/mcS2pDZ4MdjQbFMfT6GBqGngVKCdcp4tFvGyAIZl48sVvvElk7hrZfp/sZhbo/mrz0nc5cBl2SjDPvaLipi0jIuMw1Rcc66PGy/zU/YSEhurvpoLd2/mgq0bIZ394/aaUOaTEaXj4XEorp6ioS8BPXGIZ+g1DLwBk7jLSfnAIBV9A2RME7dfvsAnonTAjd80mdvRga00SZfiK2dIQ7tYODwOqvsHcVk23kyG8nAUvyXrCYvBnHoTw7bZFPSypjzIExUh1i8+8npdUVhSr1/Gtooa4qZJ3DQxw3Eqbpyf77DEGNXMCrGxroRtNSE2TColXDqxS7tLonSK8T39OQ6uWs3Z3bsp0wlwOyir8+CcwDXwx8v0EjCT1lDCGbBtzl3opjwcxZtM4UmnqRgIk4pP7Pm7p6qO7jTtldXMSlhcua+Nl+1vx55cn++wxBg5XAqPbTO1p4/Jvf240DilU6MopLqjhE3oyE350Urx8Nnz8hyVGKuOfpuk08HBUJCDoSC97hL29UsnU7EwfCYZx4hpykFJlMQEYlQEmLTm43zmVW+hr7IcAi6q/fJn8FK8fK5JlW1Tl0pTl0ozO5HiVef7MEeUrTW0JtyTzmOUYrzMbPDS7/cQ87iJedxYpslpK2RBcrGIpKClJETC5STicZOaUyGjv0Wits5DTaQfQw83rqdVyPdYsXjXpT7MVPZ70ZXK0F/i5tqFsj6wWHijGYzMcDunNJ7KYzTjT84sp6CuQZtARxRPIoM3nqZ6MH7sF4l/s7TO5P1X+Ul6nGinSeNFJUwqMwkH/Bz6+g77vKRiMp1nItJa4xyxoLXUaxIKypd9sSgvdeCv93KgrJS2khCLGmWNRLG4crrJ/IOtXN68h/pImLNa2/j+FRO7V3siWT3dyQ9uamDptGZWLtzP9/6wmFpZI100BjGwe2IwmIS+OHZqYs+ake6zU5DLoQjYNu6+GADVtVK++qX6zPkublzhIJKCOZXZE73tdtBWVZGtfKcUA7sHqZsTyHOk4kRTSlE31U3Lvuy1QOobjlWoXxQSl0vxpc/U8qOfrcXjzvCm152R75DEGCmHwXkbujnnmQ4ASldVUumfleeoxPGoLzNYtbwXgKBcLLiozKxzYNoWViTbJbxq6cTupJAU/hRU5jf4vzcEaagyWDndwVdeI434/8SkkDGUJAHMVmF8sQSeZIr6tk78VRP7JHIqe/dnpjB1fj9TF/Tx1o/K+qRiU1HuYOmCDubO7JHrXxUR02Oy/DfnoOsM9EyTxT9ane+QhDhlTC0z+OTCbSwp7edtp7v41lUTe8q5jCidol650s0rV0oDfjyc++6ZxD6zHm1D3dJS6pfLJSwnqpIyJ3NP6wYgEJLTqRAnS80VU7B1drpkcGFZnqMR4tSyuqqX1VW9XHnllfkOZdzJN7sQJ9isl9XyxnkhYr0pahaEMKSioBBCCCFE0ZFESYhxUDLZR8nkiT0cLYQQQggxkckaJSGEEEIIIYQYRRIlIYQQQgghhBhFEiUhhBBCCCGEGEUSJSGEEEIIIYQYRRIlIYQQQgghhBhFEiUhhBBCCCGEGEUSJSGEEEIIIYQYRRIlIYQQQgghhBhFEiUhhBBCCCGEGEUSJSGEEEIIIYQYRRIlIYQQQgghhBjFke8AhBBiItjTluHbt4exNXzomgBzJjvzHZIQQggh/gOSKE0Am27fz6z3bKI8PEj3mzNU/uRV+Q5JjJHWmls+s43ex1yolSZcme+IxEv1sZ/1s27QBGDvzX3c/Y3qPEckjkZrzV3/u42H7w2xaXoV9myLV84z8x2WGKO9vTbf2zEHh6E5LWxTG5QJMsXkh3f084M7FlETidGQPsDia6bkOyRxHJ5rK6WtOUhtRT+nnVma73DGlZxZilwqbtH3sbup7+7Gm0zh+ukTZJ7cm++wxBj99n/2UHPT88xf18W8X7TzxN/a8x2SeImeSHvYW+Znb5mfZ0wf4Yid75DEUay/dTcdP97Cor3dXPfwVj70oy729cs+KxaX/SLGg5113Ns+iet+F893OOI47OtI86FHLLaWl/HI1Ho+cmsf0eZIvsMSY/ShP0f4yrZF/Dw2jRt/GeYvv+7Id0jjShKlImfbGiNt0UYN+5hCHyWQsvIdlhijge2Dh20fXNubp0jEf6rfNTxA3+dxsrsllcdoxLF07ggP3TY0VA9E2dun8xiRGCvL1qgtrXxyzTNctXMfWzslwS0mG/alSJvDo7etoQCx/dE8RiSOx6+fH/5u2xL0s/aRid1ukUSpyDlcBq2eWgYIkcBDB9XE/cF8hyXG6EBFkFiugZ1ymexaGyban85zVOKlCCaG91tFIk23kpnNhazmjGoySgHQFfDSFvCzqEIa3MXAenQHbzrQitdbwopYgvev3ZbvkMRxWDVDsbijCwDDtjmto4PSBdJuKRZLSzWv3n+Q1x84yPJYhIp6b75DGlfyTV7k0mmbA4EAalaSxrYmvNE09s6zYVVNvkMTY/AHyth92TLO2t1KLODBzsDu5wdYclFlvkMTxykYSeCNJLGApMOgK+HJd0jiKNY3w6TmKN1lPgwU//3rR3no5efz2pfLubPQtX7jIdKOlUPbVkJGAovJ/b9q5s+//wfPTa6jOhLDpzXGxko4f3a+QxNjcO32/cQ7syPyVfEkD85o4CN5jmk8SaJU5H7xQJR4uZ+Lt/+ekmT2D7ftO3+i5IZFeY5MjMX02CAeLHZPriRpZFh+cB/l9QvzHZZ4CSqiCToDXrRhQNrCiTTeClnNJCeff/uFbKkvxx9Pc8O/XuCd8wL5DkuMQXB2Cdf/+XZqwp1srFvIg7POyXdI4jjMO72cn69exdSuQfaVVBEJuTizoTzfYYkxih6IDU1HqxuI8mD4qE8vepIoFalERvO9ZyzWPDHItd3tqKSHJDZuonj2SUGAYrG4rYdAJnsYBjDYXR5i8+Y4k6XBVnQiQS8Hy7PTR/ypDBVkACkRXqgeWp/k2Rl1AETcTn572TLO6nUwd0aeAxPH1H3PVuZ27QLgnL1PE08Y3L9rJRfPkuOtGOzclmRZcyeGhspYgo2uCrZGvUgXYXEoXVLOln02GkW/E+ZnosDEnQUjiVKRetc/0/x6g83Nf13DJbvXEKIbAI1BtKSSsjzHJ8bGUga7Az76vB4qkynqegaIyBqlomPb0O1zD21HXQ4GupLAxJ67XcwGUuCPxnjj402kTJN/LFlMR1gK4RQDI5Ei5nDxsyXnATCzM05EagEUjYHuFIbbCZ4wUwb7qIw5iERlfWCx2HwAUi4XAD6tOedfG+Gb0/Ic1fiRRKlIrTmoMWyb0/e34Gb4G0KhScflhFMsXNFOmqsnUZXOEPF46PeUU+OXamnFRimojKfo9eS+PNIZ4hmZelfI5u7Zyx+e2swZBw8CcOb+Zk6/+kLAl9/AxDFtXXka7/VczQMNCwCYMRjhLlcSGcEtDivOLOHeu9J87okHAVjl3s5g5nRAZlIUA0up7MRyrSmJRTAzE7uDSareFamgBz555xrWNjTQ6qkbWg0x6PLz/IyVR32tKBwdbg8V6czQdk9piBfuasljROJ4aMuGu5Oo3yRY0dbDss4B5vZGuGh/B1uicnotZM3tqaEkCeCs5v3cfm9//gISY/ZMXzmPTJmHoTVu26Y54OOhe/ryHZYYo7tua2d5ezN97gApHJQno2z5w+Z8hyXGYEe3zePVZSQMxVseu4fP/PM2rtzxDKkn9+U7tHEjI0pFqj+tSLkN/rl6ET8JnMa71jyJW8e4Z8EqyqNJXp3vAMWYKK3odjmoTmWTpbKBCAteUZvnqMQRxZPwyBaYXA6Lp7Hjm5vQv02iFbS9xodlZJOjXo+HllYZGSxkAcvm8SlTOedAMwCPTJ/OxYvcx3iVyLeL/pimNuhjSiLJ0mgSt9Z0mgbTrynNd2hijGadVcETO85i0n4vHtI4nWHmvbwh32GJMfjEQxm6/F7mbtnKvPZWAJy2ReTtf6N864fzHN34kESpSIV6o/zfNWezoKWPlGFye+OZKBRoTVLFaN/YT+3i0nyHKY5Cd0d4obqBM9s6aQ8FqIklmN7Xx21PlHHR2/Idnfg3qTRc+CX0mp0oQ8Gv30/r3WEspyJjGOwv9bOvzAdK0ZL00taeYluPZl6Fynfk4kX4By3+teIMHpsxg7jDSW/1ZNr/1MdZ1+U7MnEkbRGbh5rhHQnNnEQat87Opai2bH5zSxuXnRnKc4RiLO69o5frNu/Bk86ux02ng+z4zAvMunxOniMTx1LrV1yybSNR1+GdSkaNP08RjT+ZG1Kk9unsWohMMs20zj5SGhyZDOWDMWoGYjTd2ZrnCMUxeRw40xZ+WzO/d4DaaAxL2Tg9clgWIv38PnrWpGhnId32dOxv3kmkP8Vg0MX2yaW0BdzZxUpAxO1gQJn8dousFyxUrlSSt93zNNc/vYvXPreHS9dvw6sm9lz7YhfILUF6ePE0Gvrbhu7XgOWS82ax0C6TtHO4n94GvEHpUCoG7/rqD1m9oRXbVPx9xWpayipoLi9j28KGfIc2bmREqUglTMWSfW2cs6OVJ+Y0MGcwwqR4AmXbLFt/AOOBPvbcOJsZk2Rxa6FK9MY4p6MFlzNAaTIJgGEY7OoezHNk4sXEv/sEJTRjkslWl9xURawmTiijmRUfwEykwdJgazAVJekUTxyQqneFyErbXLSjGVPbWJh4UhnKt+xlZ6SHePQ0vH4z3yGKF+EyFUrBFXue5QsP/I2fnPlauvxlTNrfzfZZ0/Mdnhij7SEfTQtn4U+m8McTbJ9aR6yyjMvyHZg4ptD6dvYuWkxnWTVtZdU8Mn8JtYOdXPWXZ+DmS/Id3riQLpgiFA4nuWTrWt7y2As8P30yLq2zSZLWKGDnvDqcSc3d392Z71DFUTRv6EY5nXis4WIOtuGgOjKQx6jEkbiefAaFjYWTDC4GKSWQTAOK56bXEXM6AQWGASmLPtNJNC2V7wpR8p5tGNrGRmGhsMn2Zjszmthg5hivFvnSFddoFDN6OylNhHnfE7/nxqY7WdhxAF9S1gQWC53SxHxe7j57JbdffBZ762vo75LLYhSDaJWHbZMr8CeGrzJb39fGwJJJeYxqfOVlRKmxsbEB+CawGfgj8M+mpqa5+Yil6HzhjwS+fBurzn8l33rFywnEFRc2tzOpvYfzntuKaVnsbajBXzLII3tS3JDQlHpkSLvQ9Han+d6v0kw92M+uWVOYNpA96SQcDtyUkPrT87heK9ULC4nR3pNrUttAGjBwWRYp5aDH68k+KbdmAqXoc5n0J/MVrTiSzNfvYdf/PIvD8BGx/dgYgEY7IO0wCJbI+bJQ7ezKQAaqIgOE3X7+74J30+8rRWtN1GHw15v3c837Ju71XCaKma0HcWsvSZ8HR8Zi3p6DbJs2cde4TCS/nL+KO89cSEkszuvXb6AkEuZNz/yFHy67iktsjWlMvPNnXkaUmpqa9gH7ARPYDbwqH3EUpa/djlaKX552Aa2lpZimpjKRZNWG3TgzFoaGmXvbmTIwwGuf3cD318oaiULU9HSYQDhORTSOViZ9Ph/9Ph9Rr5dqTMLffTrfIYrRrEPjDlkhuiiJxwn0p7msaS/l4Xh22p2th56/X2ZRFhzr1jXsKZ+Oz07mkiQAxZZJ1fR6Q+z524G8xieO7N332JC2uWLrC+ysmkG/rxQApRTBdIbn7+vJb4BiTMIuL69+YA1XPPwcr773KRbubiEQn3gN7Ilob0UNAAM+Lz8643S+tepsEk4HTlKEJ2jHYD7XKMUBmpqabGBLHuMoHr1hdK6xVhbPXmS2qm+AW6fXs+D57YSi8cOevqW2gsf3WXCmzLcvNLWTHGQMuHPlQnpDQabEEzhtG186zYoDLSifTP8pPNlpPwqNBjRukhmTtsl+4n4H73/qBb70stXZpyoFaY3MvCs8ihSntzWRVFUobaNzyVJPyEf9wAB1y0rzG6A4oqtmK/53UDHz0zcxrW+AMw5ECcUTuDIWbT4v7kpXvkMUx6I1Szv2sn1aLe3V5SRcTtLKIKwnaCt7gjlj7xYenzWTG9ZsYUrvIB0+kwGPn0dnzOMjnnxHNz5OaqLU2Nh4NbAaGCA7inRnY2PjJ4HXNDU1NTY2NprA54F24M3AF5uamu45mTEWMv31v5AmgJMYt//m27z/lW8lPeDm4JwqvnTZGXzh7qepjUQJEOPuhtl889JziO/WPN9ms7JOlqMVkr99bz8HykvpDAWpjyUwAdswiDpdrNyxm3A6Rnm+gxSH0TiIUIVJhgwewlQwWOIm4XeggFAiiStjkXJkOyaUGp6JJwqHsbOFOlJ89bwLqelM4g3bPDJ/BrGAl1mP9dH7X3+n5K9Sn78Q/WuvASZ0BkvpDJZy5v5N+FLZtS1TIlHuKZFr0BW8H9/LkoE2WmsWoQBvOk084MdjZUimbNxSvbBwDcao7evjl7fcQVtptoUSTKb5zNlv5Z+Ny/jCExZfOWfi1Yg7aX+RjY2N04FPA59uamr6BvA8kAH+CVTmnrYcWNjU1PQj4Dpg3Gu1hsPh4rmdyqBxYuNm2kAvP739Vvp92Xm922vKef2Nr+DCD13PlR98E5+47uXE3dk6932DscKI/zhuj1UhxPpSbltpm0OTIkdOONC5jZEN7EKJ+Xhuj1UhxDrW2xoDBxYZfAxQSRoXAZXAHc8QGEgRiCd55Y59VCdSzIjE8bsM0IUT//HcHotCiPM/ub2/KsT3LzuPe1Yvwp3RTG/rQwHpcCLvscmx9+K3I6nDmwR61GwtQ+uCiFOOvaPcjiZJmodfg0dpjYGiv7+A4nwJt8eqEGJ9SbctG1B4M4fPeEk4s/uzJ5o68muL4PaRKH2SujwbGxu/ANQ3NTW9M7f9xdxDtwKPNDU1NTQ2NgaB54A+4MtNTU13n4TQiqfPt6UHa8knsXstFDF+t+jV7Cyr5sdL59HjcYNpQJkn+3/AsGzePF/xy6uKskT4WCcsF8/+G6GnPcFX3r6FtXXVKMOgLp7EBLyDYT79j7uoeGMDpb+6Pt9hvlTHM9m8aPZfRl2PSRqF5iCLSONjAC9dlKKAX1+2nC3Ts/O3y1NptlUHaC33k/lY0R1/E/rYs153M/afnuEXyy+nr2QqkD1XLn12Hw5SrFp/NaE5FXmO8j8yYfdfbyxDxfdtMBQOy+YTD67FhcJpWQy6nKz4+Fyuu6gk32H+JybsvhuSsbh93o/oqJhOzOkj5XCQcWXos9J898GiLy894fffg1O/xLN1K5jSmyDs8VAajvGVC1ext6GKwc/6cZpFu9bsiIGfzDGySuBYZ7A42VGlDwN/bmxs/EJTU9P/jXtkxaK+ArPn5xjJNIPedxJ2BihPJFne3UfS46Y6mWKzVc62mjIADAU/v3LiDYNOBBW1Hs51d6E29PPQyoX0+b0EU2mSNZWsm1bDtcWbJE1cboVKZr/fgnTRyzTiuFGArWBrQ/XQUwccJoZl0VDUbbaJyfzD+7infjVbtkJdPDt6ZJsGqYCivDtBb1ua0Jw8ByleVDSTrVD47kfXs7W6mspIdraEDQQzGS5uDOQ1PjEGDpOtVfM5q3sdM9q247SgPtHNHTPPBYo+UZrwHpy9jCenzee7t9ydW7ML167dwV98Jmnbj9PMd4Qn3smcDPoI8IrcFDwAHzD6aoxnAXObmpq+DrwLOPvkhVc8bKeDrXV1rGx7gX/MaWAw6Of89h4W9IW5dtN+anJT7d7v78NQRZvdT3jL3j+fgTI/20t8bKwMcdDn4hVbt5ApkeS2ENmT6oa6AUvoIEAXVu4Uamio7Rkewo+bBr0+F7V+Of4K0ZIbppNSikMzKnypGBcOPsxUYyd1y4t6NGlCmxzMFlPZX+Ljwo0bceem+hjA7ooSSoKyvqUYpOpc3Fe6mObEaRxIrORfFReSWDw732GJMWjo6aYz6CNtGmydOZktM+rpDPpRGjwTtOly0j5WU1PTXxobG1cCDzQ2Nt4N1JG9GMmrgOrGxsYzyQ59/a2xsfF7wHTgKycrvmISTkFLWYhrNz+LU78MX2I4hTeAdz+0jrShueE9U/MXpDimcFkZ9ywOkswt/m8uDbKntIKZsQN5jky8GNtXQowaHMSxcONCY6Bxk8ZG0auhzeVAAx1OB7hchKQIV0GqXxCiYrCbn6xczs/u/AOnH9xEIBUjQAwiYQhJKZVCdHAwW3FyV4mHj2xpIWr6iZR4UbbNJ19+Br+cgNdwmYj2Jf1cuq8Fl5VdqVvR48TY05bnqMRYXNhYy9eU4ofXXIjHyLZdDvpcvF/vxlATs815UvO/pqamzwCfeZGHvjPi9vQXeVyMUOpR/G7V+bxySxNv2PgEn73wjSzp6cdla8xUmqTbyZRwH9MulApAhays3EkgFQePe2hsV6OhzJffwMSLMqZXYm3uJkUZoHGVgMvrJdmewAD2VQRodQ9nRsFEmnMmT9AutiKnnCaVg2GaS4NkVISSZHY0MOFw4glM0Bq3E0CJG1AQdXtwksLQfkL9cTAsbFNGk4pFKuQk4h0+V8adJqn6qjxGJMaq/4leEpc4cBjDHfS18TRt7ZE8RjW+5MxSpB5fvIIBt4c/LziblqCfn8yextMlAR6sqeTJqjI2fehc/DWjZzaKQjJ1iocztm1HGWRrSSvFUw3VZJbJleULkeNHr8MwNU6SOEjh+vY1ROtD7GgoZ8f0CioyI64D4jTAa/K2xXKKLUTKULSXBjFc8K5Xvpk75yxlbd00/vGeN0FIOioKVchj8O3zTd6+8UmenevH6RhEuxJ874oVfM3fle/wxBhVzy3hm1efxZOz69k4pYqvX3sOwbnVx36hyLvKi+qpj0Zp9QxXLuzwuXhlTeoorypu0t1ZpGpKDF751k/y5PT5APR7TB5wu5k5GOa1T2/izC/JfN9iEHE40CPWkbUFQuzoKdqCOBOaMbkcd+Tb6Pu2ok5vwKgpIXr7/dA7CMBlW/ex8fJaQIGCCyZZVMsapYK1q64K2+ngYG0NV73jYzTuP8Aqb4rr8h2YOKoPrzIJP/UkEZI8VrqKtMPg5r/cziN1sueKRUtnhv211XzsDS8DIJDK0PfczjxHJcaiYaXmp5+6lYtv/BDxrj4cBmyoKWH5uy/Id2jjRro7i5RhwJMN84bvcBlc0NFNYzjOpXsP8oq5E7D0yAS0ItKFI5m9YCJa85YnNvCqVbKYvFAZHhfmVUsxarLl7GouqBt6rK4vjDORActGxdLU+SThLWRTPBbzWrsBMC2b8sEkr7tc1iYVg77Vc9mZXk5VG0w6YPNk6WJWvk1G4ovFR672My1XdEppzfyeHi745so8RyXGZF8nrSU19Jf5eGTuZB6YPZmIx4VuHch3ZONGRpSK1Fn1io3dw9sVsRQVysByGqw7cy7n5i80cRw21NXwrqfXMb2tnxnd/TT0DrJl2kpOf1u+IxNjseyDC9i5eydWF/yofhVpV/aUajoMppbIaFIheyAwifc+so62Ej++VAZLKf7ykJezz893ZOJYNjWDPzPcGdjQMcjfHovTON+fx6jEWO3820F+9OAD3D9zMbO6D/LepntoOffTsLzu2C8W+fXG8zjtW19iWXsP6+oqAZjf3o1aOTELOYAkSkXrpgsNZpXa/O4XrUQMkwXxFL5EioTTyeZqmetbLGaHB9hQPYm3PboBgIyhmH52ZZ6jEmNlugz8r3CgNfSsGV4TmDENqt1HeaHIu6XuJDvqquiqKMOZsXDGotxwpjS0i0H1VCeJ3dZQef4Bv4uLTpe1ZcVi1VU1fLPjTP4xdyFVsUEaW3eydNXEbWhPKLMn8bYbPspH//4ga2fVY2VMSuMplHPi7j9JlIqU01R89DSTs699mO1miPbqIP5kiqTTQXhZfb7DE2P0UO0MStNw23nLqOoLM1AW5BKP1JQuNkrB4p4wj00qRyvFjIEoq8ukelohe2+6k+9U1aCUwjJN+jxuAsTzHZYYg+dd04jPj1PXGSHqctNWF+KzyyRRKhZ3R/z8dkkjKMWgx8dlb/wkDyd8LM13YGJMoh4/Oyqq8fdnmNHXy96q0nyHNK4kUSpyz335MlI/3og/ka044k5nWB6YuGUaJxpbKab29GP6ffT6c1/0srSlKC3p6WdSLEHSNKiMp8hEZRpJIVNAc4mPPo+TSZEEoXgaW469IqFxuJ10Tc2uKStLJY/xfFFIbK1xWDbeZAbLUAx4fGg59orGrFUhvuI7HYDz9rZw1ZQ8BzTOpJhDkSufFSQ16voRpdNk+kixWDLYy/976DEqBgYxLQtSSc5448Qdwp7Iogp2+710uF20elx0mtIPVch2XLOI5yaVsas8wONTKojqJHMXhPIdlhiDa15fhS+cAK1Rlo2vwpnvkMRxuG6lm+r+GIFEmpJYivmtPSwrT+Q7LDFGf91uDd1+rGESsW7rKM8ufvJNXuSuP9PDxXOmsXpPK6FEgnW1lSy6cm6+wxJjVL+/C38iydVPrgHg+bkzMMwz8hyVeCl+NXsqliN3StWa1zplCmUhe6FruAtbK8WbNjzIgXUXUD6tJI9RibHwb22jZXptds4rEHfJcEQxeeapfrQaXsTpj6dgez9MkqqTxWBGqcLxbBvXNe2ivdRH+YWT8h3SuJJEqcgZhqK5qoSH5k7O3pGw+KhHBgqLhbGyDvu5DRga0qaJ+5KGfIckXiI9cmRXKYJuabwVsleWRbjZcmCZJhXRMA293cw+V0Zzi4HrlQuZeU8Tu6uy63Hnny7JbTG59IpKAk90E3Fnk6W2yiCppbVI11Jx+NM5GfZ/6ilMO7sdnGYD8476mmImLeoil7Y0+ysCYCgw1P9v777D3KjOvo9/z4y6Vtur1+veKwZhium9BAIEkhBCEhLSSH/Se3tSn/TyppAE0kgnCR1C72BhbNx793p7V5857x+SvesN2FqDGY18f65rL4+0K+m3eyzN3HPKEDI1jUkZr+0WHwh3YWqLvlCAoaCXs46XBQDcSGtoiqfZN9DeY9ucNknOQxWzSf96BmvIYtqu3Zy6eg1fev21hKqCh36gcJznxIlc9buTWdCynRlLOrjoc7OdjiTGoLLKz9xTa+itDNJZE2ZnQxWP9ct7zy3MZ9v2F0kA8WVdzoV5FUih5HK2BksNX6/Fb2syGTmT7RZmcwQPmtr4IHWDg5jjZY6EGykFV5clOK6rn1m9g3wkPEhVUK6jVMwqm0KEk0k2ldXyrxnHUDmuzOlIYgy885swLgsROhaUkvea20xv9pII+cj4PRgKmsqkDd2i4ZIWLM9we1WdX9orLcspT5fzexRfP17zmWc0Hlvz7qo4k2fVOR1LFKjs/cdj7R6g9e6V9J1UwfgzJzkdSRymz/xPA3Pv6sM0FZddJAVvsav62Jnc+qlH+EpnA+FyzS/ePtfpSEIcNb50isHKDdvYmSrjU2fVMadWCiW3CE2OEP9OJZ7bksy6eD6T/2ee05GOKCmUSsAnz/Qzc+AOtKW5/PJLnI4jxkB5DCr/7xweO02u3+J2VRUmb7taJiO7hfJ5OO97Z5O6/XYAGiLzHU4kxNEj5FXcMG4NAJfMk+MW15niIfvhMiZfUtpFEkihVDJMpaU1hRBCCCGEeIXIHCUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhHKYtG3ZZMGQ7HUWI0tfeBxtbnU4hhBDCBTxOBxDiaGZnbJ67+H68D/ajQ4reyR1UnlDndCxRqN3dBH+2gY6Un/VdzzLzbYudTiQO5l/Pwht+AOksvO0MuOkGpxOJl6Hs5200LO1k86lJpv7jKqfjiDHY+UArXZ9Ogw1bzV1Mvmi805HEGKSe7EWt7uep9HpOet1Mp+McUVIouZS1YhfPvf8Rdvd68XWlqe3shJCi7xtPUvHek52OJwrU83g7XQ/uBUDFNVu/v4ZFfz7d4VSiIMk0fcd/nnNaOwD4WdxLVX8/9R88x+Fg4iV941+5Igng5ofhS3Jw7VbrP/ogx9+1EgMNt+5h6xWaybe+3ulYokBPfHYZOp7f/tRzUii5yNbfx7jym7cDkLrrCR7599c4/eLJDqc6cmTonQtprVl96d9Z3hGmI+Mj3NVHn11N32AVsQ+sxt7Z5XREUSB/0Eaj99/euULazjX29FDR2kHSMFlbN55jd25njbRfUbMHM/u3tTLQAZ+DacTLkbp3Y65IytNPbXUwjRirdF9y/3YmmXUwiRirvgfX7t/2W1k6H97oYJojT3qU3CiZYSAOBHM3bXu4GTP4sbZ2YbTUOJNNjElZogtVnsHbB4ay2OKtwbY0hqmcjiYOpaWG9spy7p5+Hhvqp2NjcVJF8tCPE45JBWtQ9AEKrRX+zrjTkcRh8p46kczadXhtCxuwFoxzOpIYg1N2PcHSqkVoFMd1rmAwdTllfjl37wZBfwANKMDGoL4i6HSkI0oKJRdSQR/Tz66ne2kPHRXV9Ff5CHRpUIq6UBd2TZXTEUWBEv2aip4MNh7A4IQ1azHMi52OJQqxu5sBs5wN9dMBMDB5dGuYSx2OJQ4iAzaB3LYCygOOxhGHb+cLvayYGKVxqIfuQARPu8l0p0OJgjWm2njDzn8CEPcEMbQ+xCNEsdj7n07qmIiXJGlCBG9cDp871elYR4wUSi7VvjvF07OPAWBTUwvPNIQIJ4eITZ7E7ef9m4UvXI2nprSr/FKQWNdLsilFtPNZPHaW7f4W7KyN4ZEza0UvEsSbTR1wlx/LoTCiIMaInloNDKawn8hg/znFfV+5neN/cTJVx0pvvBv4y03uD09l2ZRGpnT08o7WVU5HEmPgzybp9NVg6iyVmT52P7aH8ee2OB1LFEB5FP9YuIgp3W30BsqYaGQO/SAXk0LJhXTWYkc7UJG7rZSit6KKB+dMA2CH7WX2hh48J0mhVOw6GxtZ1L2KSGYIgGmJrRhSI7mC9nl5pPk4zl/1FMtbZlA72MukvR1A1Olo4qX0J2D/oBHIRoLYN6XAgjYrw/2fWcns35/GC53wmilQLkOBitY98Wp+fckiAJ6f1kTk0TgXOpxJFO7ZqsVsCU8BYGHvcqor/A4nEoXaEKnkmuee3H/7oRNKe58nhZILKY/J9MkenrJtbMMAbbO9MgzA5PYepgQt/HPlrKgbpDLgyQ73QiitQUYguILuiWPYJj0Bi8kdqzhr/Sa2lckZ0aK1cQ/m1h2YJAADGxOtAQu2Ntfx7MJpaEOx7WudPDu+mpAHNrxD0RyR+YLFqNfnp65viIXb2lg/roaeoJwYdItMIru/SAJYVnMMzfe0MW5xvYOpRKFG9x/Z/aU9N1cKJZfK7mjl3bufZnflOCZ272B75fvoN4Ms3rKbfmsA5ZWduxtsWDnEkHcBx1rPYWDxVMWxnNw9hFkXcTqaOJTqED8+8wSemZLryX3n0w9y1ZObmOtwLPESfvswXj2Y70uyMMkwtKMPT9xi7bRx6PywvEm9CV5osIhj8ssXbL68xHQytXgJZ2xdzxueWEd5Ik3SY3LbCZOABU7HEgWItyfw2mkyRm7VybLMEOFJIYdTiUJ1qjLW19Qxs6uDjlCYvTW1Tkc6oqRQciE9mEJ1dDG+v5Xx/bkrzC/etY0XmmezbUIzExLtzFzaSv1pEx1OKg7FNDRtvnru9eQGjWQC+oBpFKJ4dd2/iWUTpu2/fcuik7n8qbUHeYRwVPcACpt9V8XQKMyGMP2VPvzp4XOkaUORya86qWWCedGq7+mjPJFbjCOQtajuTR3iEaJYxG7cwPlt/2Fl+Tw8OsvMwfX8e+UxnOh0MFGQ1c3NfOOyM5m1t41ttTVc+tx63ul0qCNICiU3CvtI+wJk8JPCRzLgoTVQxpxdmxjwVlDZNUBIWtYV+nd0sn3BRAbCQUKJNJHkEOmv3on/h290Opo4hMjceqY+2sm6cY0AzGntIJCyHU4lXpLWaGw0BhZ+LHxYm7pI+w3mbdjG+injSXs8/OX4aVj5iYKWlrMWxUrp7IjZZuDXCSfjiDGI701ieRSndOfmuaRUkFlGv8OpRKGmt3bwgSe38qmHbmNHZS2PNxwHLHY61hEjh9NulLGY2NZLhjoUsMcYxzufeITGoR6ymOxhHCtPuZMZ31pEzcdPcjqtOIjWYBnbx9eCUnQDdZ0m637/IPPfeRrGPLkuSDG74zNr+cSjXTy5uAEvNu9/6Akq40l01kJ5ZLhW0Vm9EwUoshhksQhgTq3CyGr8KsuC9duwFTw5sZquSU2A9CgVq2RWk6isYGvjOGq7B+grD3FKxzqnY4kCDT68m3umnEpzdw+BbJrZXa2U3bYKvnWa09FEAa5YsZRFqRUAVCV2UNmbAa52NtQRJIWSC/X+azV+K7cDV8Dk+B72HZZ5sIgwgK097PhyTAqlItc2qCE0fNY6YxugPNg7eqRQKnK2pQll47zx+RgYmkG/h6q4LMZRtAYTaBS5oXcKhYW1sx/Lo7DzQ+1iExtZXV0NQ1nwG7n3oyg6++rXgUoPqcoQ4WQCeuWN5xaJiI9kpo7BimoAdobHMW22LMbhFlprHqtcwqA/RN1gN/X2bqcjHVFSKLmQf2LlAbctTMwR12+xMLABX5k0bzHrSWpCrWnMqkF6qsvwZjIct2Irq+rGM9eWnX6x061tnNa3loruAQCSHg8PT1pI/yrN2xY5HE78F7t7CCNfJAF4idPxyQcIJstJBLwMhfz845hZ2Cp/4iJls7RVCqVi5Memw6hgW8P43MqvQNlgP8c5nEsUxkorTGv4mKXXH6FnZ69zgUTBOuOajkgd22sbANhdXk1VXy0THM51JMmRtAvZC1pYOn4mK5tn4M+maa8o4/RNy4ju2IAigyZCvNLD4JlTZQWuImZ1Jmhp72b+shU0lO+gbqgHUib3Vh47PPBeFKVUVpNtSxG0UvR7g/jsLIFshr01lbywOcPbFslHa9GJp//rrkysFaM2QtZn4LeyfODRZdwSXcDWmjBpr0kq60BOcUiZLb0YPgOtbRZtXU3S6ycVDKC1Rin58Cxm8Ywmku4ilM6wN5g72J4wuJsmNehwMlGIjb2Q8nkBKEvHyRgeApT23FxH9+bRaLQMWA/MjsViMpOvQHd/dzXbJ8wBpUh7vGi8LN7zDAFyBwKNJPD2+vj3RouF24eomRh2OLF4Mbt/t4bH507hnpPH0zw0jY88ejcTUn2csm0DWKc6HU+8hO6E5tQ/W5w0p5GKVIY9kRpM22Jh1yZ6zBAV27uA8U7HFKPongSMWPUuiw+FIus3IX9w3dg/SEV8CLMpAj4DWZujOPmmV9OlDJr7utkwbibVQ91cvOphlHqr09HEIewdgmVTavjGf37PxsgUDGxaBnezKTHL6WiiAPMqLR7VGU5sXcu0/lYsFE80zHQ61hH1ssYVRKPRMa8IGI1Gz41Go5MAYrHYIHCBFEljZP333lsdMOl4eP6SzJcoUok0wZ/fye3R6SybNIFv3HMLU3ta8RKnKjuALvELuLnZ3zZo1nTB69YsZU8kd2FnyzB5eNIxbJrQwuSfL3U4oXgxKpsm94Fo5b8MLDz4R3QbZZWiw+vNXVDRNNgjJ7mL0k0P95Op9NETrgSgO1zNlsYWsqtKe65EKbhtk8X/nXMRsZa5zOrfxIz+LTw15TiU9qJf5NhGFJfN/1jF7sY6puUvTWOimRpvR6/a6XCyI+ewC6VoNPp+YMkYH1MD/GTkfbFYbOXhZjhanXbDLBbsWk9WKeJeD3urKvjLwteQxYONgYmmjL1M37Cb8iqv03HFi9nZydAg9JUFqOnp58I3foIPnv8W0oaJhxT2CtnhF6vGEKA1HaEw1ohhPhO6uzhn1Qv0lfmdCyde0r6WShFiO/PZzDzihGjoGqBfeVlZX8PNx85l1/hqLG9u19gjl+YpSvNbvHT4D5z8X5aKYzRWOJRIFOrRXbl/bzzxan586lv53hnv4C/HvoZ+fxh7e7ez4cQh1c6swZ9N0GeU0UoT7dQTN/zQUO50tCPmkEPvotHoW4CvAh8CvgBEgDcDJwHTo9HoB4HtwDeB7+Z/9q1ABXAOsBdoAd4BnALUAW+PRqN3AAuBL8RisZb8ax0HXAZ0AacCn4rFYhtfod+1ZDz5ur+xsTnIp187XKeG+/aSoI4IHRhYlNPFwoE1LD3pDk5ec4WDacWL6Xv3v2no66eyZ5Dna3PTIJ+YMJOmwV4+/OSD6JW7HE4oXspvV1qgFP93zsWgQ1ywYjN9QT/R3Vu5bOUq/j23tIchuJXOl0q7mU6ScjQKA6jUCcbvGeB7px1H57gImbAv/wCNbct8l2L0l3u6iDVNwA6HmNw3xK6yAK8dzJL56YP4v3ip0/HEQaxoy42Ambd7AysmzAGgaW8HnkyG1Hk/JbTpiw4nFAdjv+tnXL5uF9v1sft7WnQyhT2UxqxzNNoRU0iP0p+BCcCuWCx2LHAfcDPwH2BNLBb7USwW+zdQTa7AWQI8Ra6w+lksFvsicDHQmP+5fuA3sVjsWeAW8oP5o9FoEPgD8L+xWOwHwK3AndFo9IjOoxoYGHDddqC9j3V1zQf8Hm3lEQwOnHnsI0W6I1EUmce6XahiyHo429amTgxbcf5zmw/4ffaUVZI2feid3QU9T7FuF6oYso51e0N3bnhIwLZY1dLAd15zMjeefRxtFREAqhLufM+Ntf2KIedYti0UoJnCCrwMX5zUAFI1Pj61dAVfuedpJnf05r6hFErpgz5nMW4XqhiyHu72rs1xeoN+Hm+qoZcBKgbaaSurwnp4o+PZXu52IYoh5+FutyegrneIs1ct5YO33cZH//lPohs2AgrdNVQ0OQ9nu1DFkPVwt1NdQwSyGYwR0zos5cFes9vxbC93+6WoQi6oF41GdSwWU/ntecBK4KPAglgs9rb8/duAM2Kx2LYRjzsdmE6utykai8W2jf65fc8djUYvBr4di8Xm5u8PA4PAwlgs9sIhQx4+183iWfa3jQSv/yXHfuzL2F7Fpx/4F+94/CmqkhYhujCwsfCyhoXU/v5ymt483enIh6PQU7muaz+A9PO76T7+u/xz8sl844JT2VlVTt1QH3fd8h1m7R3Ce9Nb8b/tRKdjHq6xnIZ3Xfst22tx3O9trlr+NE9MnsWeyiomd3Rz+09/Q9VQki+87jx+9feTnY75cpTke882Xo+hcyeTeqlnNzMBRcLj4akFw5+Rj00dx9+OnwVKUWbCwEdct4JhSbbfSO0DGT5x1XOcvHc9b17xHABd3jCNXV/AG3H19XhKvu0+/1iW52/cxA//+ndCqdwS4ZZS+FQfVT94Ld4PuPqisyXffv13r+APX3qGvmwLly5bT9o0eH56Bde98GaU13Q63svxkm13OHuALiBLroh5SdFo9Gbgrlgs9qtoNPq5Ap7XABqj0aiKxWI6FosNRaPRJOTm1Yphs4+t5qdzL+ThH/6aCfH1NCX2EKcJMElSC9hoTKroo/aCFqfjihfhW9RM/JdvpfvGLt63fB3tIR+nbHmB2j6TbmoZ11i6433d7thGk7b3QvvUfzOl56c8Wb2Yqi4PZtZLD35UVuYFFiWvQX5hUCppR6PZzWz2esvR5PaStx4zjYdnTMgtjqc04aAMvStGqY4Up23exRVbVuy/ryozhNHaD+4ulEpeYxnM39WKkRp+b5laU6473F4kHRXuMRq48YQLWT6hiV+cE2Ug6Gdaeydv2d6LZ1qN0/GOiIIXc4hGo5H85kLgdiAB+KPRaCQajfpGPl80Gq0mN0/p8Wg0WgWEgGA0Gg2QW27In1/YYaRHyFXZ5+Wfo4Xc0L61h/WblbCOZ9pBKRr7+6hN9ORPTexrSgPwoFCUESexZezdwuLV0fz6ufhNA1NrmoZStFZO4O1XvplkOA0Z69BPIBxTX2aSxuCt595AuNtPIGtjYWIpg+wxjU7HEy/CMA88iWtikTYMbG2S9XrQwFOTxw3/gK1pKnt1M4rCNE4M0VXmozsY2X/foCeAMb7KwVSiEK+ZYtCwp5s9Rk1+OCz0KD+7mqY6nEwU4pT5ETKGQtma7XVVdJeFmNLWhTkucugHu9RYVr17fzQavQ64EHgv8DRwMvBxhhdpuC5fDPUAd5Arft4OrALeSa536E7gN8DEaDR6BUA0Gr0sv0T4FcBno9HoF4EPAFe+7N+wBDVfOBGNZlttPUOqCgUosmggToghwmgUA94KwvNkx1GsPEED2x5eDjXW3MSjk6dSnUxDUHolit0XLruec1a3E8rYWChsFDW0UX9Kg9PRxIuwI6EDbocYQNsaw7awTYN00E/94PDcJTTUSudEUcrainHxIe6YdwpLW2YRGz+TVXWT5HPTBbymwlaKhA6wmWY20kyfCrNr2gyno4kCjBsXZkNtDeev3MAxO/Zw9ZPPU96XRYV8h36wSxU89C4Wi31j1F1twMQRt0df1fSSEdvfHbH9wRHbyxgxLjAWiz0KSN/rIRi25syNz7CqZhrr6i6gLtFBKD1EU1uKQDL35+wrU0zaeQNmyHXj648avWnFfybX8PoXtvPElAk81VzPz/9wJ9ryoVLSo1TsDENho6lhNwEG6aWeMh3HNGS4VjHSk5uhvW//7V7q0LVBBkwf4zd0sGdKLW95dh03nzCb3ZVhMBVlctxdlJQCrSDt8bI0v3La/O0bUEree8VuXJni6ZmTOG7dckChUXhshY5nD/VQUSRMDY9NnUxZIsOuWZVc/vwGpyMdUS/rgrPCGdZjm5jW1U5S+Uh7vOyOjGNjzXS0NVzRW4Ma2WcUt5qgIh0IsDMS4MN3PMLff/Y3Jnf1sqmxAoJS4Ba7r7+7jo7xacazgVr2MIUV3D1rDh87SdquGBmZ4YsiaaCCXmbcdDraVFhBRUNrF21ek901ETANMBRTKx2LKw7CZ0KssZ6mzm5My6Kxu5tkRnZ4bjGzq4eR6xmYWHgipdsjUWre/NQyxncOUTWUprY/xZSuvU5HOqIOWShFo9E3j/xXOM84bgJ7IhV4MymUbRGOp/BkLfqDwxe69M6owiiXD55id3Z7J8snNPP09Ik8PnMSX73iDDojIbBcuyjOUaN98xDj011YyqAtXEfSE2BNSxPVsgBAUVI+kxRh+hlHFzNIEcGwwcxqsoYiYyj6wgdeLLjMJ21ZjPpTMG4oxTHrd3De0ytZtHYHHltOULjFpds2kgwZmGQJkMD0J7n3IlevFHpUmdbVQ2U8wZSOLkzLpjdU2mOUD/nJEovF/kDu+kaiSBgtVdx1wYV8b9J0fvKbu5nU0YelFHHtYYAA3iBMeeBKGYbgAv7F9Vz0h1VUDaWwleLC5ZuZMbUC40xXLul+VDnhjFp+e8t8fKl69kYa8VgZzJQUuEVr3gQGnlbY5MbTxamlrClMeDBNMmCiTYMZO7tAa/Z1xxtK2rMYVQYUwcQQKdPAb9lowG8lDvk4URzK6n3sivuJBwMAeM0wkyvkeMUt6nuG+OXv/4k/a7GmqY699aVdKMnQOxfKZjUPUsnCne1M6siNuTe1xo/NEAF6EwESa3scTikKUV0O01p7mL67m5m7upi5u4uaX70e5XH19QiOCl3PddLYrdgbya1ylzW91A3I1QyKlpmbDzGSUR6gryaAP5XFn8zy04uijByzXMBlBoVDLlq3Ar+VWwxHAVO7O5wNJApW+YfLeXRBM34rRciO84XXnUHT8+udjiUKNH/XXvzZ3DzqOa0dzN7T6nCiI0sKJRfyeBQVqTR7Kw9cu9bOHwQobHyT5To8bjBz6SaqB5L7b0eGUlQ2hQ7yCFEsIpPK6A2HD7hyoGnLIhxFK2tjYI+4Q6FSFmXdabQyMG3NKSt3HfAQWZijePX7g+gR776sNJVrVDSHsTyalr5exvcM8NG7nqJxjqzQ6xZZc+SbTWOU+HBzKZRc6tOLhpjY1sfPzzmWzfWVbKsu5z/zJrOlsQLPZRMITKt0OqIoQHjJeIaCw3PJOstDeOTgzBV848rQZeXsqaliMOAn7vWSMaRHqWgdNxUv8f03DTKoCh++jE1VR4qKzjQLdx7YK7GoXt6LxWrLlCbUiB7CtVPGO5hGjIXfgPc89BRGvs49ZnsbvkjpXoen1NR4+ymjnwAJqumAYGmPgJHZjy6kLZuu377AKU0z+NIZUW48bdH+7xl+xY9+ew9ztg5SOVmulljsvIaP5xZOYeLODmzDIF7hRdsaJcVS0UsmbWzDIOH34ctk8aaylMdTh36gcMZ7zif85X9itw2iMQnRSWZzN1mPgVKaRNjPLF+G356a5fE+L2e2KC6eKucSi5V/MHnAbV8y7VASMVZG2EvIGmKI3NwWRZa642ocTiUK5U+lqaJ3/+1A75BzYV4FUii5kRqeZGyOGkRv2BqFxvDKgbYbjJtfid/eyvrpzShtc96aZ0CazhUqK0ya93ZRPjSEL5u7Bkh2Rr3DqcRLUopMxTh8bV1AFktFCMythxke9CaLQDrDcW9uYcoJAd7idFZxSBOPqca3bRtpAphkGD9JeiTcQinFuvLxBL02hqVJZgPUTapwOpYo0KYTFlL50GN4sOkjzNbLTmax06GOICmUXEgZBsd/4yTav7GBq19Yzx+OmcWQz0MAmzc9s5ZTPj6X8vGjr/8ripFHw+XLHqatqpqKxCB1Q32QtcFb2l3ZpWCwLcnMtbvoGjd8gJbukDlKxUyrEe8rDYZtw2dDsCLLkotOofokKXTdouq57VSxhywePGTpXxs/9INE0XjghCg9tbniqKJngLPC0nvrFtt7A2yfcCJhe4h+T4T49tJe9UYKJZcKXbWAq65awFXAz4Hbb78dgEs+f4mjucTYtFVF2FUxlRM6VqHQrDhzCSdLkeQK4To/dtDAyNrYntxOvmmK/xCPEo7yHbjL0/E0+BUs9kqR5DLB86aif70HL7neXN9imaPkJu11FXjzx9e9VREZSOEiTVOCjF+3hvrEAH2+AJsuneR0pCNKCiUhHFQWMfnz+Wdw2+BiLI/ByZc0IJfdcwdP7wCX7fon9zScTW+oEr/RR9N3ZNBWMTOUxf4+P5W7CK1wp5pfXcnKdVspX9FPeMlEau9+h9ORxBjM6t3O5oqJALQMtGIYcu1Atzhdb2QgMQBARTrJaTtWQQkPvpNCSQgHNbf4uea6Om67dScVkTSXXSUTWl3DaxKwk1y56zYAHpw6l4B8ohY1byCJJonGxKsHUf2lPQm51G375CwALrlERlK4zUcf/y1P1M/HMkxO2bEMOM3pSKJAKuQ78I6g15kgrxIZFCqEw844p5IzL9zG8afsIRSWM9yuUR1h4KfvZW9lFS80T2DTV69nQZ0MIClmxinTCdBLkC48DQGYUOt0JCGOSr7XRjlz09Ocs+EJApcsOvQDRNHw//xq7Po0SmXxT/IT+uVVTkc6ouT8pxBCHKaqd5/F7eNyvRLvumSiw2nEIX3rGmipgV1d8K5zIBJ0OpEQR6eb3k+sSaFszXHfeL/TacQYqHCApb9aAhwdvblSKAkhhDg6eEz48MVOpxBCmCatp0wG4DiPjKQQxUuG3gkhhBBCCCHEKFIoCSGEEEIIIcQoUigJIYQQQgghxChSKAkhhBBCCCHEKFIoCSGEEEIIIcQoUigJIYQQQgghxChSKAkhhBBCCCHEKFIoCSGEEEIIIcQoUigJIYQQQgghxChSKAkhhBBCCCHEKFIoCSGEEEIIIcQoUigJIYQQQgghxChSKAkhhBBCiFedrZ1OIMTBeZwOIF6+29Zb/Gj7HKaH+rnE6TBiTIaW7uJ3n1nDLm8N26dFmH1MhmktXqdjiQJlUha9G3x4grK3d6NUIsPqv1SAARdcYOH1mk5HEmM0mDU587dp9gxqPnuKh7cslDZ0g+0709x61ywSSS/xdA9XX1nldCQxBrdumsgznbX8p3eAH765DKWU05GOGOlRcrnYHpvL/5rhge5mfr5rNjctzzodSRRIx9Pc8oEVrKqeQG+kmuo9ind/v4uhhO10NFEA29Lc8om17Li7nC23VvDELbudjiTG6JtXPM9Ab4SB7ghfv2yZ03HEYfj0puN5eIdmQze89bYMG7rk89MN/vz3XuJxL9jwr9v72LM343QkUaDfP5Xk5rbJrLUi/Hg1fO6vg05HOqKkUHK551vtA7quV7bJmW23sDuG6A5F9t+2TA/9aUVnn+zo3WCgM82u1QP7b699pNPBNGKsMsksaXO49zaNidby+ek2bckAZLOADTq3TxTFr78vi0fr/V8Kee+5xdKtWdAabBtszYrdpf2ek6F3LvevO7qIZEIM+Lx4LJumrgQgXdhuoOrDbKyJ4M/fbgv58WJRUynnL9ygLwutleVow8DMWpQHnE4kxsIb8JBSCn++OBrymCU9fKRUZTJAxAdK5Q7e5OPTFbwG7Hu3KSCdlkLJLULlBlj7Ri9pOo3SHu4qhZLL6c0DvLNnN7vKw9QPJdC6EimU3EHvGeCZlgb2VpSjLE1n0Me8Pd3sHoSZctBd9L73/Va0mdtBWF4P27ckHU4kxiKbsbl5xgQW9PRjKYPl1RX8wOlQYkwy7Zrjd7SxbnwdvcEAeBR3boY3zHE6mTiUvaYHSAGQNRSeUGkfbJeSx3fYuZMSGlCwtb+0i1w59+JyA+UBAjZM64tTnrHZkpQmdY3mctKWQafXR4fXh87C+qpymiOHfqhwnga01mitsVDYdmkPPyhFCs3eqjCdFUGCWZnf6Sbtq3pp/xGcvnk3g6YXLCClmV7pdDJRiFX15ayuDLOtLMCDTdV0ZuXYxS1mB7K55Qq1Blszu7Xb6UhHlPzPdDl/ysoNOQBQis52mRDpFq1Jkw3+EEZ2+AA77fWwo6+0z86Uil1ZjUeDR4PXtomHgmQTcrDtFoNJC2/Qw9qGStY0VmKEPaTTUuy6xfZH9kIWVo6rI2sY+w/c7t8in59ukESxvCbCEw2VdAR9hH1OJxKF2rg+SXkizcJdnUSSaax4ab/nZOidi6XSmprWPpRto41czSuTkd2jPgwRK0OkO82emlw3Ul3fEBMqKp0NJgoykDCwyA0/MABMg77tcWpmlTsdTRTg4XUZOsMBsDQoaC8L0N6WZnyLjHt1g247txDHjrIQZKz990+IyDwzN9jVmQWVH25naxJyjtc1Gnd3cfM/l1MdT9EV8vOt1y52OtIRJYWSi617ro/oql1M7h/iuTnNNLX3E67oBqY5HU0UwLt2J82Gjy/edD+3L54BtslVT66n7aOvp6xJOnuLXaBMEdmdxG9ZpEyTRF+aymkznI4lCnTxogCRv/XR7cudym5JxGkaV+1wKnFIPYOQzvL4Oht7XD3by8sO+PZ/Nlkv8UBRTDpTB67m0N+XgQb/QR8jikPzuk6q47n5ZTXxFFNbe50NdITJ0ZiLRcYF2NlUwUfffibfvGwxH3rn2dy7cIrTsUShptTx6Xv/zht7/slv7v8uNcE9qOAQddVy/sIN/O1p/FbuoMxvWfRXBFn1YJfDqUShblue3F8kAZT19bPtaWm/ovaHR6D+OnonfQjPug4WrtzORx96/oAfCcoQrqJnWRpl5+a35L5g95DTqUSh2sqDB9xurQg5lOTVIYWSi/1ik4efXXocOxorc3coxWMzmh3NJAqn9vbylpUPAeCzstzw1H08triRwY6Uw8nEoaQ/eSvYB44VCcWT1E4r7R1GKTmm2iaQGW7DimSS6kllB3mEcNzn/wRZi7tnnUPTnh4MrZnb2sUNDz/P5K4+MA22D8rQu2K3aUuS5s5+3nPv87zh8bV4sha/e1r2e25xx4Ip/PT0+Tw+pYEfn7GAp6c0OR3piJJCycWm1eSu98XIeUkaknJqxh2qIwyZPtqZwmZORPc2E0xlMX3ytixm9gs76f/2Ujo8BuH+IbypNOH+Iab29PDov9udjicK9NDHHyNtmPnlC2FVfSNbu2Uxh2Km8z24zX2t9JUPn5Q4c+Muzl6/E0yFaWkGhqQdi1nNmm186/eP8LpnNnL9gyt5773L8UdkeXA30LaNx7JoKjPRk6uZ67WY3dvndKwjSo7IXKzyoU2Agn3FktbUdw3y/e/udDqaKIDVE+eP819HPw2AwpvxUNVp8IN75Xo8xUzv7AEM5rR1EB5KUNXdT3gogdey2bVL2s4t9sS92IZBWSZLeSZLwuthy5a407HEweTnQkzq2YGhTYIDGcyMjTdpERjMQMbGtuEfD8rJwmLWddsmagaHPyun7+1hd69zeUThMndvYG7/IPXJFArw2Tantfc4HeuIkskQLub3Ks7dsIJf3/orTEvz84WXEGk3mZftgO/NcjqeOITOQZsB34FvwQF/AJWSychF7cSpALz9uee4d/oxVMbj2Ar21NdQf89W+O5shwOKQkxJdjCno4c1dbkLdEfSGRaHEw6nEoXw2DZagT9h0xkM8X9XLmZXfuXQUMaiu18+Q4vZvydMJ9y0gZmtuQPsRxZN5NTly4EljuYSBTANglb6gLt0iY92lR4lFxtnZvn7n35I82AnjYkuPrzsVm4/YRq+XVmSm0q7K7QUvOnmDPfNns3tC+cw6PexrrGOXx23kA0P73E6mjiI9ANbANhRXcvW8Q08N2sqz82exs5x9QSSMuTHLZKdPbnlwQHD1gz4vPz75u0OpxIHo43c8KwdlePIehWpoMGPLz6W1RPr6CsLgEfhMzSPr5L5LsXK7k2wenmC0/ufYB5LWchTTB/cQ7ZHTlK4gtdg7bgqXmioJuExWVdbQayhEu5f4XSyI0YKJRdLbOsjkM1V9knDx/1Np3PV8vX0Vvr5xNdaeSYmww+KlW1rGrZ38JG7nmDB7lYemz2dL152Pt3hALPW7XU6njgIY0olQTq4bMOtfPe2rzO+v5Wsx4M3kyWbtWjrlovOukFNKsmC3e3c/LN7uOtb/+Ajdz3HkilyHbqilsmSoIrxexMct2MDa+ePp7d8xHWvlKIqnmEoKe1YrFZ+8jEuWv8884Y20sge6mjn/U/dTkeq1uloogB6MM2Q38d90+qZ2vkUb439mbntm9GdA05HO2KkUHKxbY91sTM4GUsZ3Nd8Fp3hGkwFbQ3lRLb18uOftNMlB21F6cZHE7z74WVM6+hmYmcPFy5fzdUr11GdSrNwZwdtj0qxVKyS5/6EMJ0YaCpSg1wTu41AJks4m8Xr9fGe78kS027Q2JnlpLWtNPcMYmq4aPlWnv9tp9OxxEvpj5PRQYZoJJCGRTu3cOK6tVz7xGpCqdzqhY2DSSqTWfqkQ6loWZamLVKNzfB4rX5vkIQph6Ou0D9EMGPx/Tt+y3XPPcI5m1fxw7t/hb22dI9Z5H+mi2UHM9w6dwkXXvddNlW3DH9DKYYsi35l0C9jtYvSnr0ZyuMH9vhVxJO0JNJk/CbtP3wGnZW2K0oeg33nqzOGyfdOOZfHJ9TQHvaTNhV+T4kP2C4RGo1HaxQ2JjYKjceWoZNFq3cIG+/+m2m8VA/FOXnLDn79m7v41t8eoXkwVyFZ0qFUtLp6LHZWNfDZs27gV8e/kacbjuM7x17KtpoKp6OJAljLd5P0mtTvVfxr/Gt5qOF0vJaN/exmp6MdMUdkMYdoNPom4FvA9cBHgSbgQiAJfARoA04Cfh+Lxe6KRqOXAjcDtwEfBh4FPhKLxR44EvlKRVtVGZ8+6xTmdQyxp7KCae0doBS+VBbt87In6CdryEFbMSp/dDkTMmvoNKdhWorecIhlk1rwKZO/L54LsdXM/Np/8H3xAqejilE8YUh1VjMYSPPx17yZm084C4CtlWEejkRYnJYC1w1am8JQFsCTL3sVmq46uQ5W0UpnyOADNGl8xAnjszST+7uwlOLp6klAbrV3U0ulVKz07m5mMMRzkxYSq2vh+QnzueKeZZSnASY6HU8cgvWvpXwxotlRNQ3LY7CbenaXV3PlM4+POI1RWo5Uj9KtwHigOxaLnQfEgKuAXwG3x2KxHwGfBv4WjUanxWKx28gVVecAl/IqFkkDAwOu3V5ZW0sgneF1y+9mTttWqrsTVPYkiAykqRtKkjFN1m3POJ7zcLYLVQxZD2e76YUN1NidjGcF37r0DL78uotZW1sNStFZHiYe8GG90Op4zsPdLlQxZB3rttrVS5YI577hE/x97gn77097TToqQ+wYUEWR80i3XzHkfDnbXZFyIoPDE8gVYGSNosgm770X2V62FRsfoLDzhy5DHh97Q+UMBYO0dA5Sns4wYkSX85kPY7sQxZDzcLc7+7LM2N3Oh2//Bxc+8gwnPbuGobCX2oEkfZ29RZPzcLYLVQxZD3fb2NlGVX+a9vIQ98ycyNKWBnZHGlC9acezvdztl6L0ETrzEo1GdSwWU/ntL5O72s8XgMZYLNaRv38puV6lH+Vv/wUoj8ViFx6RUC/OtaeePv6O5znjsX9z8cYX6PRXcX/1+Xgsm6xp8OfTF9JaWc5fvlrHpFpXrgJfaFeYK9vv73/cwjHX/5Lfnn4Raxsn0u3zYiuFBbS0tnHNM8s5/2fH4rligdNRD8dYujFd136J63+H+esH8DHALccs4c1v+iBaKer74yxcuZ3TL23ms9dVOx3z5Sjp994+Pzvmd9y04FS+8udHCWYsBgNedkzz896Vr3c62stVmu23t4e+pk+ToZrOYAVxK8jWijq0UmjgqWNnsqK5Hss0QMHDP29yOvHhKM22G2HNub+n/v51bAk3sCNcv//+vWVB3r/5tQ4me0WUfPsNXPtbHrtvkDdddw19odxCKmet3co93f/Ge++nHE73srxk271ac5Q0UJ5/vZGfXp1ABiAajRrAVuCYaDR60quUy9WW19Vz+tb1ANSmejiv6x6ylYP8/JzjSKB4vracPQmZhlaMrrxmCnuCk9nYMAETqElnCGWyxKrK2BoJc8H957m1SCp5vssX4CF3FupNy5/gsZ9+HizNnI5Brl22xu1F0lHj4fHzWDptHNe97zV87o2n8c3LTqBtsgz9KVod/ZDvUdpbU8XSGVPRKndsowBjKLH/ei4y4rx4VTaGAbDUgccmWhZzcAXfpceytaJ5f5EE0O/347l6sYOpjqwj8j8zGo2+2MfUAPAf4OoRP9ME/Cv//RuAnwMfAG6KRqPBI5GtlJy30Mt/psxjyJv7U1Wne0kFYfGWNeh0loYak7l1sscoVjvG1zGxrQPIvRF7/B5ShsKaVYM5f5yz4cRLUjMasUZM74ykkpiWzeI12+jzuLL39qhUPRRn4e493PT3v/C5x+5lYn8PjU1+p2OJlzK1ER/9gMafydBVXYGdL5Qspbh7ZguPNVRiKairlIPuYlV+9XxW1dfTEu/E1LlVefsDXr5/7nEOJxOFMCZV0Zjsp6F3eDGqCX39qHMXOpjqyDpSe/XLAKLR6BuAJ4HjARO4DvhNNBr9HjAIfCIWi7XmF394LXAj8CzQAPw+Go2+PxaLle6agy9TvG2IN1z5Qb725LPM27uenlAlm+qm06k0F39iBjfNNqkISKFUrNQ1xzDpj+vI+H10+31UZdOcOTjE0JQqp6OJg7AGLQaYyLIpZcQ9Xn696AI+evvTHL+llYdmTnA6nijQJau28t7nnmDcQD8ATQMPoS6fDxzjaC7xEkJ+/EYcw94FnirSQS+bZzazPhjkyUmNbGzI9eT2eE3eeqIUvMXKO7WaByZP4Y+zavnVuYuoSqTpiQSZ1NntdDRRAHtrD7ctXsR1KzaxuSyM3wTTH4DmGqejHTFHpFCKxWL/5MDxfheP2D7/RX7+FuCW/M0dgBwpFmBxtILMvSbrahoYDJQDEBhKUjm5mg+dIGe2i93MhWXcek8VNUNxaobiTAf+ML2Fc6aX6toxpcHeO4SNj6+f9RYGUjYm0BBIo4GylFy3zC3SGjxWlj/Mm4+tFBdv3EDXrrFPzBavHssXxpfs46TdT1GV7uBPx17Jtuaa/UUSWpMyDarKTWeDipfkn1nDkkCKP3rTTOjup6csSKg/zhSPrBbqBsbkKlK6Dx30Md3KgAVrwoFDP9DF5Gjaxe5YneXGf/yTn5y0BJ3JcM66zZgDNm/5zGSno4kCTJxs8PjU8bSHfUztHWBLZYStkTCTp8nZ0GLmv3AG8Vl19GmbZdOaAXhm6ji21UQ48zyZn+QWi06xuKTqjaysyZ0J/e2xUR7+cp3DqcTBGDqz/wzsrI5NNHS3c1ZXnHZtsralBoIetnvDdHZnHM0pDq7iyknsWW6woyF3TrwiPsgcKZRcwd7eSyocZFV5GXXxJHGvh56QFEqiSJ0wL8gJW7Zxydrcgg4d/girKydQMbXc4WSiEJVNZZRZAzxWU8f62koAgvEUxzbK+PpiV7X2w2z6bP/wHUrxzPQW3lcTdy6UGJPtbd2sGzHMdVVNNU88k+I1sp5D0dKBAKRy7zEbg77yctY31LN2zvAaUZmsTXO9HNoUsyE0G+qG26wvVIavXYbeuYE5pQpvdoieYIhBnw+A6v7+QzzK3eSIzMXe1LuZd17+Wu6fOpUXGsZzz7S5/PnE2ZRPl0LJDfYOGlTEk8xr7yWQzOBLZkh4TKZWy7wyN6j02sM3tKYukeakU6VHyS1mnT6FSmv4LPa4ZIolZ8tnZzEzApDFj4WPJ5pPQtsmGRvMeAYyNiQtTFtz8SmyFlQxO+nq2bxp+dP7by/euYuJMuTcFTzHNjOQznLZEy8wd1srlz3xAhc8tdrpWEeUnHZxMaOxnB1Vft78hiv33zdpaNDBRGIsysIGkzp6WfL4Jqbt7eHheRP49msXE/E5nUwUwh6yWZDqoy0YoD6RYmZ/gi3bAtTXSwO6wfK3X0jHbzO0DMTxWzZtkQAJTJkgW8SMxnKMtlzPw8KO5fz5pAv529QWSNm5LwXhMgOl5GRTMQtUhUGN52NPPElHWRWRlEn4uAqnY4kCxT0egmiMSIC9E+qo2uV0oiNLepRcbE2gkQ8+eQ/V8QRey6I6laSnqszpWKJAFfE4S57ZwKw93XhszTkvbOeETa0MJp1OJgphoKnM2pze1svs/gQKiJTJJHK3qAkrUIqdwQCbIiEG/D4CfjnALmp//DCcNgcWT+dPr3sX2jAYN5QY/r6GRQ2uvZbnUcM0FJZlkPLUEkl7yPQnmXNm/aEfKIpCgwdemDsJ2zQYiITYMKu0V3uVQsnFlAGVagBV7qfKC2e2dVGVTjsdSxRKKcysfcBdtlJysUSXKK/x8GxLNW1hH0Nek83hAHPnyJAftzimwYNKZsCyIWvjH0pRLYVucZs7AR75X3jmW/gWT0YBXlvn2tCyQWvKfHJY4watdRVo08AGkjUR6suk3dzC5MCTEYZd2icnZOidi82dHeL0115HV37FkbtnjufTazciq6u7hNdEe83cOsWADXRVB/HJUG1XaLW8JP0mj0zOrZQW7JeuQDdp25vI7e7zw7SMrI3WWoZtucQJ3kF2tPXQ3tI4fKetmdcgB9xusHdWBWplBzaKjQFFwpJ2c4u5jZrGu7awemYL4XiKyZt3AXOcjnXESKHkctnA8HyItGn+Vw+FKF46kcEccSbGAKb2DjCQbqA25FwuUZhLWyxuatO5A23L5vjsECBDX91i3PgwIXqJ+3K7QY+2pUhyk1SWuWu3kzxh7gF3dyVe4udFUfnq4/ex4N4YAHGfj9A3Po98frqDSlgsWrudRWu3A7CtodLZQEeYlPAu9/r6NKZtY9ia8zfuIrFQrgPiFmbYZLa1HMvMHZz1NPp5eMp46kNysOYGQ8qEgTQMpmEgwwIr5XQkMQbxtE3cP9x9O+D3oXVpDyEpJVPfMg01TtGUGTHc3GPwrkVyWOMGYZ3lpDe/mwnv/QT/b+FiQj2yEJVbLF4Q5O7ZuesoxL0etp82xeFER5b0KLncZCze/MIODCuLgaIrWOl0JFGo7kEarV387pRj2RuuJbpnPWnToD8FYVk4rejNaTRhgwVW7ozT9Ho5QHOTkM8AU4GVL44MpEfJRfy1AbxfDhJ8UkEoX/AqRY9cyswVvrrkLDZ054ZOfOPkM7imupzpDmcShRnoTDOrq5/V42rwZy3SVaU9N1cKJZc7f6rNyocNQngY8phcUCtntV1jSgMfeMMH+OW8kwDwZs/gismapogcrLnBZ8/y0d8b58HnejnB6OTdN8xzOpIYo5++xssH78r1SPz6tXJ2wm2UUkwfHGB7METWMKiLp2gqK+2DtpIxrgK6M/tvakNONLnFGW+byN9+u46aviQ9ZUHOfNdkpyMdUVIouVywc4jjX1hHa3UlM/r6Gb9wIjDO6ViiEEqx6eKTYXvujHbG4+UL58pb0i08puK7V4W5PfAgAP7gQocTibG6YbGXlrZ7ALhk0SUOpxGHoyae5Yote0l4TCpTGTa0jme+7AKL3tcuCbNsyx46k34+eV4ZM+plxUm3qG4OUvu/Jnt31HDltafT0FDaJ5nkqMzlWk6up7rcJNjWhfLC5HObnI4kxuCauQYPbbfQwLRAH7Nra5yOJIQQrlE7fpDeLRGClk1XmY8zZ8uyoW4ws8HkhyctB+CSC+Qkhdv4gjBhZrLkiySQQsn1ypqCXPmPM7jzxvvwNkHDAlka3E3evtBgQT3888GlHFPWhc+8yOlIQgjhGmcfvxPv+WexpT3LlWeXUR2SIVxCiFeOFEolIFwXIDhf5rW4VbTJoLW83ekYQgjhShcsCTsdQQhRouTUixBCCCGEEEKMIoWSEEIIIYQQQowihZIQQgghhBBCjCKFkhBCCCGEEEKMIoWSEEIIIYQQQowihZIQQgghhBBCjCKFkhBCCCGEEEKMIoWSEEIIIYQQQowihZIQQgghhBBCjCKFkhBCCCGEEEKMIoWSEEIIIYQQQowihZIQQgghhBBCjCKFkoslMpqtPTaWrZ2OIoQQQgghjhJHy6GnFEoutbnbZvqPU0z5UZpTbkqTsqUp3awz42dTolyKXhfau1Hx9NIIHYOW01HEGK3q0Pzf7oX8eM9c2obkvec2f++awrs3n8Zr/2nRk5T2c6OutJ9vPZHlT6vk89Mtsrbmm7sXcfmGC4j+PktHvLTfe3J07VI/XWqxeyC3/fQuzdO99c4GEoft9o0279p4Ov+z5WQu+bslxZKLfPXLq3l3+jy+XraEU77YyXN7bacjiQLZWnP+37I81t/Ef/pauPZOOVBzk2dbNb9rn0FrOsRtG22+8qS899wmYZl8YsNiPvWAxZtuzfK/j2adjiQK8K+NmicHG9EonmuD7z9X2u89KZRcKrNz6IDbgQHZybvVj56zyercW/HuLZrVnQ4HEgX7eboJbSgANjRU8/M7ehxOJAo1lIY9g8O3l7fJCQo36U7YkNWQyX1t65X2c5vWVIiOTBBMBQY8uK20D7hLRWfiwNu7Bkr7vedxOoA4PCcN9vLUXi97yoLM7epjXCDudCRxGJbusbh/+/CHjFJQH3IwkBiT2e2dXPHCVjy2zeOTGhg3t9rpSKJAPvPAnfvonb8obrYNjGhCQ5f2wVopqvclUH6FNnInCneU+BCuUuE19AHvvYjXuSyvBulRcqmNzTWUpTOUpTJYClZVyQGaG535l/wZNJX70sCaTtlZuMXC3b209A/RNJjgNet2YiXSTkcSBepPsf99hwKtHA4kxsRrHNhgMmLZffZkQvuLJIBdcXkTukE6A4w4MTGYdC7Lq0F6lFxqRyDAI+MbANhYVU6Dkh4lN0plIZCxqBtKMeTz0B3ysXvw0I8TxcGftUdsW3R1lvgeo4SofadEVf7gTGv2Dmkaw3Kw5gbxLLkiV+f+DfscDiTGzEuW/Q2IFLtuYez/7AS0xqS0PzOlUHIpPeoTJUTGoSTi5QhkMkR39eG3cgfcLzREaCkLIp297uDpT4JXgaEwB9JUxmWuoFsMpOH0zav53V9+ij+b5X2Xv4OhzBKnY4kChbzkPyZzB2mJbGkfrJWimztm54dwaVCKjExRcoWsUsOHKEphekv7vSeFkkttiysImrmzobYmbUpTulEgZe8vkgDqhtJ899kgZ0xyLpMo3KQd3VTFk8S9HsqTGX7+wninI4kCdSU0v/r7L5jQ2wXAb//8UzwfnwCVExxOJgrRk7RyB9n5+RIa6Y5wGz/p/NBXdcBQLlHcfrsq31a2BkMxlC3ttpOja5d6slXlVooBMBR39E7i9XVbnQ0lxixLloyh8OZ7CHuCXr6y0OFQomD/XjydO06eia0UDd2DXKhl1Tu36E5qqkccnBnaRltyStstvvZE7iANAAUPbCvtg7VS9FyiYXjoqxRLrrG2wwY73262ZnOrTSmXEzK+x4WytiZlMTwRGeizZIC22+htHfSGQjwzvopN1SFWNJazszLEz1c4nUwU6raTZ2IbBihFW02EO80ypyOJAn38IZv3XHE9a+ua2FZZy/VXvpu9PabTsUSBNvTo3P7PUKCgX9ZRcY2lrTbV34rz1ofu5/P3/JXKnn4qevtRWTlR4QaDmQML2liJX9KkdEvAEubJ7xj2y5+I+cCWJTzxiMU3T5edvSv4PARSGSZ1DbB6fE3uPg11sjy4i6jcihwa0DZKZiO7xkAKVk+Zx5yP/gAAr5Xh++E+Z0OJgiVtNaJHad+qDsINPnS/TWh7Bz+7+2YqPvcb4r4AAOFEEvA7G06Mma1Ke46S9Ci5iN7cgXXLs1ib2g/cJ2jAVmxPRPjW0zb/WC9nZdxguSrn+qUb6SkP5Xb0SmFojZL9vSusasviSabAY4DPBL+XpJaeXbfYOmgcMNTHn82y7c7lzgUSYzN6NyfDtlyjY0gzFMwVR2mfF3wGeI3cIgGi6BkZOzc/STP8VcKkUHIJe9Vu0sd8jew1N5FZ9HXmtO4a8Z9U53YaGrDhZ0/KGAQ3WNqqCWezdAeHD661oXhop4OhRMEe3K4BY3iMPZA15SPVNbIWlsezf+hWxjAJT5Hr0blG1gZL5w7YLPu/CydRtDb3QW9dFW9+w/vIBny596CpSAUDaCl4i55p2Qfs9zBKu8CVvbpL2HeshMEUAGowxYWrVkMym6/qNQY24WyWeR39rNshS4W7waJAiua93Vz61Pr995lZi0oZeeAKb5wNjLoWT6kPQSg5ShFJxrlw3fNM6O3kDq+sWugWpt53dpDc+6/ED9ZKidbQ3NfFpaue4583f5sFe7blvqHAloK36FkeI1c9mOqoqCJkjpJLGO1djLxCy/LaceDPz0XSCttQDPkMtlSFmNfWz/HfN7h+tubKk4PUlMucpWJ0xx/bmN/ay/uW7+TUVTuwDcVflszhSdXidDRRgD89OUQ2GGb/hEGlSEaCjmYShYmnNaQtyqw0T//ks8xp303aMIl9831As9PxxCF0/s8tvH1TEzcuOWX4TqmTXOWPt/yI03fkThIu3rmZ5s/+DGVpeodsOWYpYv07ujFUKHdxYMsGDZ5sFp01UZ7SrJqkUHIJIxPHQy82PnoCXh5YODf3jVG91FlDEcpYJDYOctNGuPOxBH/6XA3hYGn+B3arXz2T5uFO2HjcDP4zawKdlSHwG7l9va35/MMZvnqG1+mY4iBOmBaAZTZ4RuzUZdiIKzy3yyKUyvLZJ+9kTvtuAHy2Rd1fH4KPn+FsOHFIFd+/my8Em/j98YtJ+ny5913WZiCtifikYnIDXzbLh89+E+2RCoIeG08mi61MNl74BypvugBzRoPTEcWLaL/2F1gXfCR3w8itJJZVJom9g4TGlzsb7gh51Y+eo9Ho56PR6Fde7dd1vZ4hTFJ4GaAu2U3nV67nI4/dceBZNK0Jp7M8PKGaZ8qDPBMKEBs0WPalZY7FFv9tW7fNu/+RINg1xJ8Wz6KzPJQbX5/RaMMAQ/G/j9ls7JIxCMXsstsV9KRyq95Zdu5fA5IlfvG9UrBqY5zr1u3AazSQMYYL3SdTFQ6mEoXqDJVx7g0fIhn07x8C1BDvJ94r83OLndYatM1Fr/8oPzz+fP4060R+M/sUsn4fWmse9k6mY8mP0Vnr0E8mXnXpdbtZvH3T8B0qN/xu1U9WORfqCHOim+HnwE8deF33ymRh1XY0MOANo4Ca+CDfufMPTOxqZ+Q47Z6QH+JZyB+stXo97LhlA8nYXqfSi1EG05qKeJKB0EHWAbdsBmSfX9QG0rn5gY0dvczas5djd+0AIC3796J3/8OD+LRmQ10zNx3/BrZWtPBg8wI+dtpVTkcTBXjj1dezrqF+fw9ufc8Qhu1h5d9kJZxit+96V71lEQh6IGDuP4TRpsGk7XvYY5dB95BzIcWL6+hjTvse3rH0wdw1r/Jz5Bfs7eae+0v30gqveqEUi8U6YrFY26v9uq72jp/Ciu082byYruDwqkyG1pi2dcilGf2ZDBs65OitWISyWT79SIy4aeBN5/caCvDmlyu2NQymeWq7LMpRzOJpm3Jls7e2inV1DSxrnsjc1j1879ms09HEIaiBLNuqKmkvC3PCtnWM70tw6u49/Pvvf+SBn2w69BMIR/3wzj/kPivzK79ahuI7v34A85ENTkcTh1DhV4CCsA98HvB7IewFW2NYmvaqSro89Wy9r9XpqGIU3T1ATyDE+y55B9oGspro9nauXL2VazbdBcnSPLv7is5Rikaj5wEzgDlAEFgLXAX8Dfgf4CLgE8Bq4OvAR4A3At8AbgCqgTfl718C/CEWi33jlczoSve/AMDO8vFsq5iIf8cgNYl+vnbWFWypacztLPZdfEcDYc/+pVMvXbGZrfW1rK1oZIFjv4AY6aEn+6iOp9hSV0lZdx89kxr27/CD6RQJX27ZuxufyfC+E2UJvGKUympI23hHXfRqR0UVv1wJXzrVoWCiIJkEGEph2hZz2nbsv39u127+/GQPZ7/fwXDikMb3dZG70jqgoassyJ6qMiLL5BxssetN6gOXlobcbQ22VzHk99JbFmLbTeuZ8uaZzoQUL+7vT7G2rpmM1wOeXJvFxtXRGg7y2Qf3wI5OmDHO6ZSvuFesRykajU4G3hmLxX4CfBiYCdwJTAf+CpwHPA/sBMxYLGYB9wATgOdjsdjZQA/wVuDd+Z//1CuV76UMDAwU//Y5uRKnpX8XXaEavnLGe/F//Y985byrcpPpDPZfsDQ3uQ6oDHD2jr289em1fOHy05lVXSS/S4HbhSqGrGPdXnyMl66Qn6kdvaTDuYvu7buWi2Hnu7OBd57gLZrM0n4Hbvs9CnwGGX3gDn9yTxfvml88OQ93uxDFkPNwt2vKFRqwDJM1DRP2f39TRQMTomVFk/NwtgtVDFkPd/vO2ceOutCl4rNvPoOWiyY4nu3lbheiGHIe7nZlQL34ojcGBNNZwqkMlYNxGt44qWgyF7pdqGLIeljb151F40Bfrkjad7zpVeyuidDlL2egyj/25yyi7ZeiXqmLe0Wj0RuACbFY7FMj7psEPByLxSaNuO9LALFY7Eujvx+NRm/O3745f1vHYrEjvYRN8c+8zmSxTvsy6unVrKybTWtZPW+75hraKipz37dH/QppC5XIcNHqbewOB1k+t4XV7/Ixp9ZVqwEVGrb42+9F3PtkP1//8W4eXTj1v6//kcxS5dN0f+ogc5iK21j+o7my/QC+c0cnv7ynjwFfhMpsklAmxdTu3fz1L2c4He3lKun3HsDXftHJrzcaWB6DXVVBwqk01z/+JL+KLqb/61VOx3u5Sr793nP5HfzixPMP/A20pv2DHurCrl7hteTbDkB9IwWo/QsBoACluPj5dXzg3qUwAGdsfT3+cWGHk45ZybffrvK30/K5Xxx4p61Zm32GWZ9z9VCKl2y7V/ITxQPMHnVf0yv4/EcvrwfjdcdhAPM61/FCy3jm792V+97IQlfnrg3CUAad0Wyor2TN7HF89QyP24qkknf+yeVMPLP2xb/pMZheLyv3F7vpTX68SrO3PMK66jqWNYxHy9vMFZYsCrA1EmBHTRjbNBkIBfn+uWdxcrLb6WiiAGm//8AeJQ3K0tSG5A3oCiPLBEPtH4p355zpmL1Q2RDEWxtwJJo4uNbaWshYw8eeWqMyFhUfPMnZYEfQK1koPQBcGI1G3xCNRgPRaPTdQOsr/BpHLRVPAWBqzVuW3UFZKp0bpjXyA0cp6EuCpUGBdUwDvZ8M8rmTTWdCi4M687iK3FyyfcMm943bNhW/uUQKpWI3sznImsZm1L4zol6DWxee6HQsUYDKCi8vVtW+v17muLiBMa46txos7N8HmpksavTcF1Gc9n1oanIr9Fo2JDJgQNm101nw0EUYPjluKUazxwUABYNZGMrAYBZtGG7vyT2oV+w3i8Viq4H3AN8HNgLd5BZyGBeNRl8LEI1GG4GTgRPz21cC9dFo9LRoNDoDWAicEY1GG6PR6LX5x1zxSmV0tenDE+Ti3iD/mr+IJVs3UT8wYklGraHMhxn28PVLQzx7nZegV3Ycxerx7TaYL9I+pmJuXel+6JSKZ7ZlwDTRfk9umVufiW3Kzt0NZk7ygqkhNeJaZVlN71mLnAslCvbla5vAY+SKJVtD1gJ567mTrSFh4VOKmkSGmT8+ieDU0rxwaSko++uHcwVuuRcivty/XgMyrh1NeEiv2BwlF3PHH8C24f03wp3PwSmzUQveB6aRX8ceckvG5H70w4sV3z/b62TaV0LJj/Xd3pPl/C/sZH3L+PyqP7m2PL1F8/CbfE7HezmOijlKiYxFxbfSZPz73msaI5PF+kzQ0VyvgJJ/7wGor6cgbuVOVijAhnee7OGXF8hnpxuob6Ry+0DYvw/Un3T15yYcNW2Xzv0Gdv5yGJYGU9GcSrPpyxECHtee4D062u+b6dyJin20Rn+8dD83ZXyPWxgG/L93D9/+eip3Bm3fQgA2gCboh7fOk2Z1A6UMOiqqh4fcKQW2nbs+gSh6azoVGd/I95oiYMn1ylzFq4bPhAZNrpnt2gO0o47SGp3N98prKI8nAdcXSkcFnwfS2dwUAfwG2OBJZtE61zkhitxR9jEp/yVLhda8d9xqXrjOyzENR9n/YpeqDSnqBvqH79C5HcdFU6X93GBqFahRK076s3KxWbcwDQUBE0Ke3LXnvAY7xr7Sr3CITlm5oZNxCxIWAzL2zjX+/Foz16fiNXInCE1FNuQha6jc+1IUtcqBFA0DCQxbY1p2bo5ZCZOuB7caNWTSMDQXVu9iWpWMsXeLziFNT9BLKJ7GMg0yHoVtGMg1E92hMmCgUhkChiJrGvjSGWy/HKy5xbVz4eY1anhui4Zzs+1A6V0wsRQp1OjVwYVLXD7DJKDSJEeeq1cKJY3oCkvaemiIpwGwFPxx9niHEx1Z0qPkQhlL51ZLG7E06vRA30EfI4pPKqvpLSsjHvaRCniwPSYo6E46nUwUyjZNEphkbMWQ6cOWkXeu0VLx32euk/0pB5KIw9FUNeLCpbbGF5LDGTf53nlePJlMfm6upmowRXRPp9OxRAE8IwpaQ+dWYy5l8sniQl5T4fepA8aJnlbe6lwgcVim15nM6h4avh6I1pDJ8uNzZeiBW8xt3Zv7FDVyw0euqZITFm5x7uRR7zMFauFEZ8KIMZtVbw6vGupR1EekN9dN3nuch+PDnXzmsdV85rHVvHfZRsYNyVlCN1jbUkXKUNhArLGShS2l/d6TQsmlzpo2YoURBaYq7Yq+VA36/SNuKYK2zX1bHIsjxihk6eHFOIDlO6RLyS1MoDydyJ1wUuCx7f2LqInid8MiI7fqnTf374lyeXvXmVTWx+MT6gDIGIon8tuiuFVMDPLH2S38bnYLK2srmF5T2h+cpf3blbDmUZcZSNoy3cyNGlKJ/eOyTdtGZbNcNUvelm7R688Nl8ytPqk5fZ7rlwY/ajRGFH/64w+Y0NtJ/WAfN/7tZ4yPyHvPLcr9uffcPiU+n7wkbU5V8uiURr63ZDY/WDKHTbVy/SQ3ePN8BV6FHTDBA+ESX2xSjq5dajB94E5CuNP6cIC5O9vpKQ+RsCy6yyP0pRVyctQdttXVHbC8e09KjtbcIuKFY/ZsZ/s33gfA1io5m+0m8QyMHH8edv1lXI4+19av59ltjSS9uUPRJo/0yLuBUorxfYPM7OxjV3kYraucjnRESaHkUnpUkRQ0ZVliN4oETVYNBiGuAQMMRYX/kA8TRcJrW2RGfIxW1gQcTCPGwmsoLrvqA7wr9iChbJrvnXwRTzkdShTM7z1wjllCy9xOt1HKPGDo8rTG0p7rUirqBxJcF9uwf1GH4LxpQI2zoY4gKZTcatQ+wSO9S6503zvDLP7JIH0JjRnx8IsLTZrKZIfvFp87NstnVvkABYYi1BBxOpIoUNgHT46fyZPjZwLgkx4JV7E0uYuVWhoMRXVYhk26TZNviGn+PjalKgB4w0xpQzeYkYizfsRKd7MHBpBCSRSdVPbAoXcpLR8wbjSjzqT3yxXcfvvtAFyy8BKHE4mxmD2zHNYMDxfZM+hgGDEm/akDT0g0hBwKIg7LuZMUC8NdrIjX0hCCDx8r+0C38SrN1yc8g555Ac0RxZJmOUnoBt1eH1ml8Ojc2KY9lPYwGCmUXGr6qCGhYUOG3gnxajtnomKKv48tqQoq/PDOBbKjd4tyP9SHoX0od3tBgxxou4nPVHx5/FK6sgGuvuQcgl5577lRwLC4RBYwchVfpZ8XGuupSKYY8vloaSrts0zyv9OlbjjGoCU/yuf4Rjgp0uZsICGOQmU+xbcnPcN3Jz3Jxnd6iDbJR6pbeE3FfW/xc0rVXs6r3cVNl5X40k0lyFBQ501KkSTEq+jkYwI0TxikLRKmaUaYK84tczrSESU9Si41qUKx4R0me4dgfATuvlNWixHCCT7DZnqwn7qQHKy5zcJGg09MXQVAXXi6w2mEEKL4mabiguO3ojVcemnpTxeQQsnFAh7FpAqnUwghhBBCiKOJOkrODco4ESGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBhFCiUhhBBCCCGEGEUKJSGEEEIIIYQYRQolIYQQQgghhBjF43QAIY56WlO3bDco4DUalHI6kRBCCCHEUU8KJSGc9q6fceKv7s9t79Lwy/c6m0eIo4i3J0E2KLtCN4qs6qHu2VashnmYiyc7HUeMwbOtmo9sOxkbRcVOzWktcoLQFfqG4NJvcPGT69i7eAJceBF4TKdTHVFKa+10Bqe5/g+gO/vZ+pZvY2QsJr3jYjh7PtRVOB3r5Sr0U9P17Yf3KshauW2PCZm/OZvn5RvLHs/d7ffwKlKXfRtP3MY8Zx7c9SmnE70Sjp733kmfhafXogH1g+vhQxc5neiVcFS0X+qvz+N5w9cxsbCViX3fl/CcM9fpWC/XUdF2ANN+lWVzb267PgRtN5TEyYrSb7///Rt8/k/Dt//4YXjTaY7FeQW9ZNvJHCWX0+290Hg9U+5ew6T718PV34OZH4Ate52OJgplWS++LYpbzyCc+zX8fTZmBrh7FXzqFqdTiUI9uwmeXgvk95Cf+6OjccTYZH/2ECYWoDC0hfX/HnQ6khiD/u7k/u2BwSxy0t4l1u468PbubmdyvIqkUHK7mx9BWdkD7+sZhH887UweMWa29mERwCKArb1OxxGF6uwf7gncZ+0eZ7KIsSsPojEBP+BDy8gfVzEq/EAg/+XHaIg4nEiMxbfv+iPebBbTsvjuv25G2bbTkUQh/KOOUcqDzuR4FZVEX+dR7bgpaIb7cfdXvjPGOZNHjFmWCvb3+iqNz9E0omDTmrDHVWDs6QLAxkv2QxdK+7mEfnYjsG+nr2BAzmi7SWDlJoZHyxh4nlrnZBwxRotat9H7hbdhK0VnVTWYpT3PpWTEUwfeTmacyfEqkh4ltxtMAn4Mghj4sfBgV5fDqbOdTiYKkbX2F7oakNEHLrKzc3+RBGCQZff/PelgIDEmd65AYQNZQIa8uo0dChxw2/LLKQo3+eP8JfizmlDa4qZFpzsdRxTKOvp6/qRQcrn023+J2t+MBiYKqzsJN/7H0VyiQPvPxijGtgaCcJxSI4pcT25BAFM+Ut1CX7sk3xPvAQxsF8+vPhpZ2waxMdEY2HiwVnUd+kGiaHz53r9jao0BfPbB25yOIwo1eoW7o2DIpOzVXU6H/aPvyf1TEX7Vs4ix09ncZORhUiy5xrgqMD0oAih8QIDmrp1OpxIFSn71thEnmRSGFEquYmXTKIaAody/mYTTkUSB7DWtBAbj+2977exBfloUlQ2j5uE+usaZHK8iKZRczvvFK1hbO4Eeo4EuYxw9Zg26KgxvO9PpaKIQXYOYDO/gDeIH+WFRVDa0oizNvo9RhcLz9EZnM4mCmWfPJkOABFUkqSAjs8tcxZ/sQqHzffE2vsyA05FEgeyntvGDU85jZcN4tlXVktAcFT0TJWFvz4G3N7U6k+NVJIs5uNyaTz1Ke3gi4zo3YwA2ZcT7+vH94RG4/lyn44lDULaFhwQG6dxt5Myaa9SXkwVMhvsBU4afwEEeIopH6sdPYlKGAjQmQzRQ43QoUbA0XgIMTyzXSH+8W/xV1fM/rz2ea2JPMq6/j8pEN596dhPGiTOcjiYOwcrajBx8ZycyJd/jIoWSy6U8XvzZ4VVHDMBSBgylXvpBoniYucM0Iz+ZXKPRWQtV4le6LgX2m39Einr8JDHIksXDDj2F5oe3Ez5jotPxxCHoZBaFLMfvVnuYzGQ2ADbgIUWE0l+ouDR0Zk1uveknXL4mBkC/L4i9ZqIUSi7Q44lQS9/+24k+TajEj1lKvRAseZPeMIW6+A62NBn8e9FknppUj08n4LqznI4mCqA9HjQW5L8UNjwqy9y6gf3sZgxsbDxkCQAeynWc/ru2Oh1NFODBBXMw2TdcyyJCmyw76SI2HiAElAEBbCl6XWPuxq1ctG7F/tvl6QT2HSsdTCQKVdHVccDtYGc3+rv3OpTm1SGFkst5/t8DzOzZzqLWrbzl+Ye5Z/4s8KSw5YKzrmB/9478hPLc2mka0E9scDiVKER2QgNgYZDGIIWNxaAKUvXGWU5HEwVoat2Dnz6C7CZIK14S6O5Bp2OJQtz2LJvrWxjK9yG1B6ppqwg5HEoUqixugVZ0hoIMeUw0NuzudDqWKEB21LmktDKIf6W0V1mWQsnlgpkDh9iN6++hO1SGvUJW33KD527ZyDNVi+n2NJFUlWgUqlcO1oqd1pr48jgeLHKzlDx4ydCit2Hc8pDT8UQBdkVq8/NaNPsGwKqaiNOxRAH0xla6GyL0eiIkUHjtPgb8ZU7HEgVKru3myYkTqY0PYRsGS8ePhx0dh36gcFyf/8DPSFNrMvEk2b60Q4mOPCmUXG5HVS1p5cfGR0J5OXvNOry9IdRbznA6mijAtsAsjulZS1W2E78eBALY2+R6IMVOZ+zcgfWI6eMahcJGr91zkEeKYnHRhhUkaSBLmDQVZAij71jmdCxRiPE1nLHyecZltxJigOp0H/Pa12CnZDEcN9Abt3HmtvUARNIpfJbC6Ox1NpQoSE+gjKTp4akJ09lZXsOW2hbCpIn/o3SHTkqh5GL6Y79lfG8fpvah8ePTPo7t2EQN3aw8/3an44lDSWUAhY9BwEbjBWyy69odDiYOxfCZBOhF7V91S6PIsofJxM84ztFsojB9Xj/3zT6RPx97CVtrm8nghal1TscSBbA3tuEhe8C1rwxsBnbL5RWK3v0rMOJ2btGpPNMy0Vkpct1gc1UTb7j2f1jQuoeW/j7C6QHARr/jzwxe82en4x0RRVMoRaPR66LR6C6nc7jK35/Cp0dee8AADHykCHQOoTOWU8lEAfoXfI76oW4sDGzK0ATQhFBbZKx2sdPpLEGGMBnCpBeTXgwSGNgMfVKG3rnB09MXs2ziHDbWT+aviy4m68+w96P/dDqWKIAiN+DVzh/CaGBzZRN2+egLsIui8+9nGZ/o5r6Jp9AZqGJHpInNZVN57+vejmXLYirF7oFpk3nNmucJ56d9jO/vpocahigjecuKQzzanYqmUAL+DDQ7HcJV3nkOqRFnZYa8XnaWV5MkRHp8Ocpbuss1up29dCvBDXsJeAZJEiJ3PtQgQYh00iD5u+ecjigOxjSwUbQznl6q6DPCbPZPI4nKL/kuit1gYHisfdb0MOgPYy+Tc3Vu0P+P1XixSVHPpsqZPD7hVO6Zfgr/eVwuOlv0bn2a+lQHSiueGncst089m6aBfma3dnHLWimUit0Vq2Jsq6rdf1ujaKeBLJo0fnQJFrtFcx2lWCyWiEajTsdwl188wLvecC2Lt29jS20jf1p0AmnTw0M//j+CPd1OpxMvQXcPYp3xHRReju/YgsYgC3TSTBYfoBm44UHmvUWGcBWrbGecjRzHODZSSTet9nR0qhYFdGiDcVkbw1NM56HESLZlM2nHXrbWTsQyPEzu2k7tQBf9J8p7zg0iHbvoMqu4b/5J7KhqxtCajKE4fk87UHvIxwvn2Ht68FPO+dufAGDQE2Z9VQuhdIZlqwe5dm65wwnFwUR3bQZDsaJ8Ni39nXTRSIIIASxMkqRXt+Gf3+h0zFdU0e3Jo9HotdFodEc0Gl0djUZlr3UQ2d3d3LJoCR+64lp+eNq5tEfK6Q2FuHfOAhqGdqEt+9BPIl51+rGN6HgGlR9fr4AMgXyRlLunbKh0V5ApBYO/XEYSH5V0Y6MYHHFwFrIt4mt6HEwnDiW9og1fn4/jnlnHa565jwUr1tNmjqdzqcwPdAO1u4syay8vNE/ByF/7ymtrnvxbq8PJxKHYmIxYA4ey7BB3zZ3CZy65nM6VcoK32Hlti1O2rSegswSJU0UnPRV+LNNEA/FfPe90xFdc0RVKwDpgEvAw8Mcj/WIDAwOu3fYomNXx3ytszd27iwQRlGkURc7D2S5UMWQd63a8JXfGbGQHtSaLYnhOWWbEsMliyCztd+B24NwpKCCNnwyhfJ9gTlYpsjWqoOcp1u1CFEPOw932Tq/Gp7OQ8dKemkirOYGwPUhZueF4tpe7XahiyHrY2wEfKYIkvSNXnYRp0/3OZ3uZ24UohpyHu62w6fcHRvw2Np989FYW7mllQZM+6GOLfbtQxZD1cLdzp99NZg5sIkicWvZS5d+Lz8rtA33nTC6KnIez/VKULqIrkUejUR2LxVR+uxFoBWpjsdiRXC+5eP4AY9UzwK/P/h3fOesS3v/4Azw3YTJnbVjLpSuWoW//GBWvmel0wpej0Ikermw/6/41tF/yawLZLH4rQVB3kqKMQRqwMAm88DEq5rt2CMlYJum4sv0ABtVbaGcSBgE0uTlLlrJQlQbTuz/ldLyXo6Tfe/t84cx/87rHtpA2oc7qJGjZmNfNofY31zod7eUq+fbTX/8H/Z99gHRQ8YPT3oCtvCzevoKF97+dKeN8h36C4lXybccNv+CfDw0wv30nU7vbgTQKzR/mX8Q1K96BUq6e41ny7dfnv5rydBo1YuZOp1lPj9WMjzQt/Z/EiLhyUZWXbLuimaP0IgYBC0g6HaRoLd/Gz5acz3ufepj3PPMYPPMYAHEjgP3t/4C7C6WSZp4zh6G/fYDOt/yGeT07UUCAQfzEsSY343FvkXRU0BmLMIOMYzt7mZ1fhUsT1oPY/Rmn44kCdFUEqbe6CFk9aAwGqCUwlDr0A4XzmqvJYlKTaOdr9/4AGxMLH0MV73Q6mTiUoI+5mwe45eRT+Mxjf8Fjazr8lVy85mmUut7pdOIQugJhKtIpcn1LBhpNv1WLgcY3tcqtRdJBFd3Qu2g0uq+qOxP4SywWG3IyT1GrLadqKE5nePSVkm3MyZXOZBIFm/aaSUzv3TTqNIbGmFDjUCJRKOU1SROgrayCtLnvY1TjpQ/r7NmOZhOFOX/Vs9SzkQpaqWQ3jayj5pdXOx1LFKJrEA8ZDHInJQwsIEtl2HQ2lzi0GeOIZAb4+CMPYdtVZKjCkwpRpgedTiYKMG6oP79lARk0MIEtNNzzOpo2fcDBZEdOsRVK3wb+GI1GPwIcB8jpoYOZP5EP7nqW9TW17ArXksFLCj+2HiLyi9c7nU4UoLWsalQfvIa54x1KI8Zi0D+eR8afnh+bbQOaDn8z9fPCTkcTBbhw81pMhnv/PKRh7X/P+RRFKOzHYnRR5OohW0eP68+BRhMTm1w/vJcyEmi/1+lkogAe68Drc2pMNAb+Eyc5E+hVUFRD72Kx2CedzuA205Yv59cdzxGnjn5yEyT9AL+4Dz70GkeziUPrj9ShBzpQ+cUAFGCXlV7XdSmybVBaHXB4ZmjQu3udiiTGwAp6MBLe/cWSjYl54nSHU4lCKDT/mT2LK9f2YJBGY5I2PcihtguYJjtOWkjNPx8ld65eY5Ah2VCLq2eXHSXM/5peZWDjwV9Ruq1XbD1KYoyMl7q4lywN7gr9n7wYTXD/R4/GBL8USm7ge/2xtFV62VGdGyqplaY2uwv/jW9xOJkohE6YKMDCh40XjR+dtQ75OFEENOysq8TEQBHAwItWcjjjFslICA89mPTjoQeDIZhUWtfeKVXK7xlxvJIbcG5MKu3pAvLJ4nLdX30LPrrwkAA0Pgbw+wbhPec7HU0U4JgLJ6IxsaggSwSLCCyY6HQsUYDk6m6+dMmZTMqsp47tjNebKbcTUBY49IOF8wwDzb4eQYUNKI/McXGFt56BdyiZP1DLfXX7yxwOJQp1ktWBBkySGGRRaLo+LtMFXCHoQwEahY0f5dN4Nvyv06mOKCmUXG7hR3+ND6imlTq2UkkHOu2F25c6HU0UIKJyEyJzb0UPYGGcPcfZUKIw9eXUxAfoD/jxk9k/BM/ly9seNfyXzcLA3v/lQVYrdI2gn0gyyfC8JEXKU1QzCcRBtE6dTR/V+2+n8VMZce2K2UcXM3cySaExSWFOKkN5S/u9J4WSy5kjdhb7dhk2HtjZ6VgmMQZBPyZDGMTzX4OoKlkMwA1qbryEv/7+B3zrrPN4oamZIZ+JmiXLurvGCzsPmF+m3Htpk6PSydu35rdyrdjS1+NcGDEmPeW19FGNRgGKQSKEu3qdjiUKMXpaR6L0TzBJoeRy6Y9cTjbfEQq5tbe8gTi86TRHc4kCJTOAwiCFQUrWbXIRz2A/J+zcyO/+8mMWta6mPN2F2rLb6ViiQPq715LNTx/XQJ9R4WwgMSYtgwNAFkgBWZQczrhGuDlAC9tRmIBJJX2YFy9wOpYoREXowNu1kRf/uRIinywu5zt3Fglq0CSABAZxvMk4rJMDNlcI+XKTyDHyX7KQg2tMqEWPHu4zucGZLGLMMr9byt1l57HCv4AngyfzbOgEpyOJMfDWeoAUiiyKFCpS2sN/Skl4QhlajejB9RhQ4sO3SsZZ8w+8fU3pn5SXQsnl0v9YjpnvU9rXq6QAYpucCyUKV11GnGqs/EIOcaqcTiQKpUGZasRNA+P1SxwMJMbC+6bjWZx4jnmpjZyQWM7k9A6nI4kx8HgPvHKSLMPhHuNOrscwgfzQO2VZoGXoqyuMbqejYIVlKZRcLvDhM9gdqSVlDJ+N0V4PXHisg6lEwfxe/CQxyL0Zfar0x/uWjPY+SA23l0LDc1scDCTGwtiyhzqrF5UftDU1vc3pSGIMssdMO2CZYmvhFCfjiDEyvQH2F0qGH2QRHHdIZZ1O8KqTvk6Xa2+oYcnHPkYwleTqZY/z9oGNzPjN22DGOKejiQJorTEYvnaLqY6+DyHXmlxP9pipXDfrQu6duZAzNq/l99dWyuBJt5LjNFexEuAdefnLunIn44ixUhkgnd92NIkYi8CosuEouByG9Ci53KOxHjpCEXZU1fGtsy/nR8ecIUWSi+T2DyO6rnXpd2OXDMPg91dfzR+OO42Osgr+tvBEfrmt9HcapUJdeyqKNPuuxKOqZPCWm6iLjsn9m79tXLLIsSziMOgRJwXtjAy9c4vsqGOUdOmf3JVCyeUWzorgyw4P/zm+Wq4s7ypKgelFo3JLpRrSyesmqVFvt1RWdvausWonihQGAxgMoJJxpxOJMQh8/GyWX3cKu+dPIfuz9+O57hSnI4mxMEYcfno8MvTOLRZOOvD2rGZHYryapFByuTmTQtx/aj/X7X6Kr7feyVu/cLLTkcRYnTOHfWO1OWu202nEGLzl+pmctnsDAEt6d/Ouayc5G0gU7uSZEB7RA3jGPOeyiMOy6/IpLPvaKXjfc7rTUcRYeQKwf3au1+EwomAfuAjecz69U2tYd80iuKD058PL6esScOqSBnq7nwUM8MjwEbcx/vE+Vn/w/4HWzP3x+5yOI8YgVBfmY2dt5n+ym3jt5Zc6HUeMRdAPW3/G5nf8H4n6MPN+9WmnEwlx9PjSlej/+R1KA1++yuk0olA+L/zs3Tx2e26KxyyH47wapFASwmEq7GfrZdMAmBeWpQDcyPDIsBFXqqtgzTtz10+S/iQhXkUfvoj7KwZQWnPO21/rdBohXpIUSkIIIYQQ4lWVrA05HUGIQ5I5SkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGKFEpCCCGEEEIIMYoUSkIIIYQQQggxihRKQgghhBBCCDGK0lo7ncFRSql7gNpCftbj8dRms9nOIxzpsJVYvk6t9QWH+iFpv1fHkWg7KJ32K+ZsIO+9QymxfEdV+xVzNpC2O5QSy3dUtV8xZ4NXsO201vJV4Ndxxx0XczqD5HPv67s5XzFkK4YMbsxWDPmcfn3J5+7Xd2u2Ysjn9OtLPne/vluzvZL5ZOidEEIIIYQQQowihZIQQgghhBBCjCKF0tj80ukAhyD5ivv1D6WY8xVDtmLI8FKKORs4n8/p1z8UyVfcr38wxZwNnM/n9OsfiuQr7tc/mGLOBq9QvqN+MQchhBBCCCGEGE16lIQQQgghhBBiFCmUhBBCCCGEEGIUj9MB3CYajdYDnwC6YrHYN5zOs080Gn0fkAbGAT+MxWK9ziYaFo1GZwH/B3wnFos94mAOabvDIO13cNJ+BWWQtjsMxdB2+RzSfodB2u/girn9pO0OrpjbDl7Z9pMepTGKxWLtwAbA73SWfaLR6LHACbFY7EbgAeCLDkc6QCwWWwcMAMrhHNJ2h0Ha76VJ+xWcQdruMBRD2+VzSPsdBmm/l1bs7Sdt99KKve3glW0/KZQOT9rpAKNcBqzOby/P3y42xfI3K5Yc+1xG8bcdFM/frVhy7HMZ0n6FKoYMI12GtN1YFEuOfS5D2m8siiXHPpdR/O1XLH+zYsmxz2UUf9vBK/R3k6F3LyEajX4JmDb6/lgs9uZXP80hNQJL89tJcl2hRy1pO3eT9nMvaTt3k/ZzN2k/95K2K15SKL2EWCz2JaczjEEbEMpvR4B2B7M4TtrO3aT93Evazt2k/dxN2s+9pO2Klwy9Kw23Asfkt+cDtzkXRYyRtJ27Sfu5l7Sdu0n7uZu0n3sdVW0nhdIYRaPRSuB4YH40Gm1wOA4AsVjseWBNNBq9HjgH+JzDkQ4QjUYnAjOAJdFoNOhgjkqk7cZM2u+lSfsVnKESabsxK4a2y+eoRNpvzKT9Xlqxt5+03Usr9raDV7b9lNb6lUklhBBCCCGEECVCepSEEEIIIYQQYhQplIQQQgghhBBiFCmUhBBCCCGEEGIUKZSEEEIIIYQQYhQplIQQQgghhBBiFCmUhBBC7KeUeq1S6hdKqe8qpbYqpfbm75+glPq5Ukorpd6qlAorpSqUUu/P3/cdpVTjqOeqVkp970VeY6FS6gml1Hal1PeUUg8opX6vlKp8kZ/9vFLqK0fsF34ZlFL/UUqd69Brz1FK3auUeqsTry+EEEcDWR5cCCEEAEqpOuB+YJHW2lZK1QD/0Fqfkf/+mcC/tNYVIx6jABs4Vmv9/Kjn+xjwRWCc1npg1Pe+AizQWl+mlAoDa4AntNZvepFMhta67RDZZwCNWutHD+d3L0S+kDtHa/33/O3pwE6tdfJIveYh8vwVuEtrfbMTry+EEKVOepSEEELs0wi0ABMAtNZdwC9GfF/nv4bvGD7bdsD9SikDqAM2Am9+kdeyRzzHELAUmDf6h7TWHQUUSUHgVxzBfZpSygR+DpSNyLbRqSIpL+7gawshRMmTQkkIIcQ+a/Jfzyul3qeU8mit/3SYz3Uh8C/gR8B7DvaDSqkK4ATgjlH3T1FK/Tk//K5MKfUFpdTtSqkPK6WW5rcN4ERgHHClUuoclfNhpdRHlFKPK6XOV0pNzj/Xd5VSjyilblJKjVNK/VUp9QGl1H1Kqan51y1TSn1CKXWDUuohpdTpwDHAFOA8pdQVSqlT8hnOyD+mVin1NaXUB5VSf1JKXZS//01KqZ35DPcppVYqpcaP+j2DSqn/p5RKKqXm5u+7Iv88gXy+7yqlfqiU+uqL/P3qlVK3KKVuzt8+QykVV0pNyt8+TSn1P/nf/8f5XkAhhBCH4HE6gBBCiOKgtbbyB/jfJlfgvF8p9Q6t9ZMjfsyvlPpUAU93rNb6q0qpZcC3lFInj3oegPFKqeuA+cDXgBtH5dmilNoJmFrrQaXUs+R6p94D/BDYBCzUWj+klNoF/F1r/bBS6m1Am9b6T0qpDcAfgGZgBzADuIhcYfUaYJfW+sf54uX1wDeA7wI3aq1jSqk4cJnW+iNKqTXAw1rrWwFG1Ru/Ar6ptX5aKXUbsFoptRC4Ffgj0K21Pk8pdRNwFfD9Eb9nQin1P/n79z1pDfARrXUyP4TxOGAI6AU+P+rv1K6Uug84I3/7YaVUez5jFXCD1vqNSikvsB14EPjnizebEEKIfaRQEkIIsZ/Wuh94j1Lql8D/A+5TSi3SWm/M/0hKa/3NkY9RSn1j1O2pwMwRBdVqcsXN6EJpl9b6pkNEGhqxnQT2aK13519nF1D+Io+5CHhKKfXG/PcfAarIDVVbnh/qtxHYmO9VeicwE1ief/zlwIfyf4+bD5VNKRUBLgHemX/MtnxRdZHW+kdKKbTWS/OP2fFimfMF0a+BG/JfdVrrvflvTybXQ9cA+A6S58WcBATyfwvI9dr5x/gcQghxVJJCSQghBJBbSY3cwgmrtNbLlFJnkStyLiLXg1Ooq4C3a63T+ee9FVihlPpIft7TK0Uz3AMzkhfYoLW+M//6v+ZFhprne8+uAa4j1+O0jwnMBp7P/1yT1rr1EFkMoAnoyN/uBDJjyAy5wnSFUup24LH8a3uB24Evaa3vzP8uL+alVmbyAhmt9Z/zt/+scnO6hBBCHILMURJCCLGPAXxgxO0EuaFeK0Z8/4CD/PwcIfbdr5QqAyL7iiQArfUGYC1w/ajXMseY72BzayxywwJrgP8A31dKnaSUGgd8kuETgyP3e+8BVuezNgNmvndo3+MblFKTgSte5DX2y6/o9x/gati/EmAT8K+xzAfSWu8AHgY+qbV+LH/3fHK9QsuVUs355696kYf3AxPz359NbtGJIPAUuXlV71NK1SmlLgTOLDSTEEIczaRQEkIIMdK7lFKPKqW+Tm7ezS/zc15ayM3hiSilrlX56ygB78o/7pp8UfJzYEH+54H9y2j7gE8ppS5VSh0DnA0cm++1elEqd12mk4ETlVITyQ0/m6aUOjb/HJOBC5RSAeBucnOrFpFbqe9u4C7gIXJD/mryz3WuUmpa/iX+BnxUKfUbcnN3zgfqyQ27S5CbA/V9cnOcIFcMfRQ4Ryk1j9x8p32vf13+9/ke8GXgE/leqMvyv8sb8n+T4/O/zwHXnBrhx8BfRtxel/96BjgPWA+8I//3WAickS/c7gXCSqkV5OYzbQcuBrrJFXAfBjYAp2mt73qpv7kQQohhch0lIYQQQgghhBhFepSEEEIIIYQQYhQplIQQQgghhBBiFCmUhBBCCCGEEGIUKZSEEEIIIYQQYhQplIQQQgghhBBiFCmUhBBCCCGEEGIUKZSEEEIIIYQQYhQplIQQQgghhBBiFCmUhBBCCCGEEGKU/w+By3re4pq8xQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 828x475.2 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#相互作用图\n",
    "shap_interaction_values = explainer.shap_interaction_values(data_train_x_nor1)\n",
    "shap.summary_plot(shap_interaction_values, data_train_x_nor1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 504x432 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap_interaction_values = explainer.shap_interaction_values(data_train_x_nor1)\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 12  # 设置字体大小为12\n",
    "# 现在创建 SHAP 可视化\n",
    "#配色   viridis  \n",
    "# shap.summary_plot(shap_values, data_train_x_nor,feature_names=feature_label,cmap='Spectral',show=False)\n",
    "\n",
    "\n",
    "\n",
    "# 修改全局配色方案\n",
    "plt.set_cmap('viridis')  # 选择你喜欢的配色方案\n",
    "\n",
    "# 绘制相互作用图\n",
    "shap.summary_plot(shap_interaction_values, data_train_x_nor1, plot_type='dot', cmap='coolwarm',show=False)\n",
    "\n",
    "plt.gcf().set_size_inches(7, 6)\n",
    "\n",
    "# 保存图形为高质量的图片文件\n",
    "plt.savefig('picture3.png', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "shap_values2 = explainer(data_train_x_nor1)\n",
    "# 将 shap_values 转换为 DataFrame\n",
    "\n",
    "# 绘制热力图\n",
    "\n",
    "shap.plots.heatmap(shap_values2)\n",
    "\n",
    "# 上侧是模型的输出，右侧是目标全局重要性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置字体和颜色\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'serif',\n",
    "    'font.serif': 'Times New Roman',\n",
    "    'font.size': 12,  # 改变字体大小\n",
    "    'text.color': 'black',  # 修改文字颜色\n",
    "    'axes.labelcolor': 'green',  # 修改轴标签颜色\n",
    "    'xtick.color': 'red',  # 修改x轴刻度颜色\n",
    "    'ytick.color': 'blue'  # 修改y轴刻度颜色\n",
    "})\n",
    "\n",
    "# 确保 shap_values2 是 DataFrame 格式，并已正确计算\n",
    "shap.plots.heatmap(shap_values2)\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "# plt.savefig('shap_heatmap.png', dpi=300, bbox_inches='tight')  # 高分辨率保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置字体和颜色\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'serif',\n",
    "    'font.serif': 'Times New Roman',\n",
    "    'font.size': 12,  # 改变字体大小\n",
    "    'text.color': 'black',  # 修改文字颜色\n",
    "    'axes.labelcolor': 'green',  # 修改轴标签颜色\n",
    "    'xtick.color': 'red',  # 修改x轴刻度颜色\n",
    "    'ytick.color': 'blue'  # 修改y轴刻度颜色\n",
    "})\n",
    "\n",
    "# 确保 shap_values2 是 DataFrame 格式，并已正确计算\n",
    "shap.plots.heatmap(shap_values2, cmap='PiYG')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "# plt.savefig('shap_heatmap.png', dpi=300, bbox_inches='tight')  # 高分辨率保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 保存为高清图片\n",
    "# 设置字体和颜色\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'serif',\n",
    "    'font.serif': 'Times New Roman',\n",
    "    'font.size': 12,  # 改变字体大小\n",
    "    'text.color': 'black',  # 修改文字颜色\n",
    "    'axes.labelcolor': 'green',  # 修改轴标签颜色\n",
    "    'xtick.color': 'red',  # 修改x轴刻度颜色\n",
    "    'ytick.color': 'blue'  # 修改y轴刻度颜色\n",
    "})\n",
    "\n",
    "# 确保 shap_values2 是 DataFrame 格式，并已正确计算\n",
    "shap.plots.heatmap(shap_values2, cmap='PiYG',show=False)\n",
    "plt.show()\n",
    "# plt.gcf().set_size_inches(7, 6)\n",
    "# plt.savefig('shap_heatmap1.png')\n",
    "plt.savefig('shap_heatmap2.png', dpi=300, bbox_inches='tight')  # 高分辨率保存"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "new",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
